Preoperative diagnosis of gastric cancer and primary gastric lymphoma is challenging and has important clinical significance. Inspired by the inductive reasoning learning of the human brain, transfer learning can improve diagnosis performance of target task by utilizing the knowledge learned from the other domains (source domain). However, most studies focus on single-source transfer learning and may lead to model performance degradation when a large domain shift exists between the single-source domain and target domain. By simulating the multi-modal information learning and (...) transfer mechanism of human brain, this study designed a multisource transfer learning feature extraction and classification framework, which can enhance the prediction performance of the target model by using multisource medical data (domain). First, this manuscript designs a feature extraction network that takes the maximum mean difference based on the Wasserstein distance as an adaptive measure of probability distribution and extracts the domain-specific invariant representations between source and target domain data. Then, aiming at the random generation of parameters bringing uncertainties to prediction accuracy and generalization ability of extreme learning machine network, the 1-norm regularization is used to implement sparse constraints of the output weight matrix and improve the robustness of the model. Finally, some experiments are carried out on the data of two medical centers. The experimental results show that the area under curves (AUCs) of the method are 0.958 and 0.929 in the two validation cohorts, respectively. The method in this manuscript can provide doctors with a better diagnostic reference, which has certain practical significance. (shrink)

Objective: The value of spontaneous EEG oscillations in distinguishing patients in vegetative and minimally conscious states was studied. Methods: We quantified dynamic repertoire of EEG oscillations in resting condition with closed eyes in patients in vegetative and minimally conscious states (VS and MCS). The exact composition of EEG oscillations was assessed by the probability-classification analysis of short-term EEG spectral patterns. Results: The probability of delta, theta and slow-alpha oscillations occurrence was smaller for patients in MCS than (...) for VS. Additionally, only patients in MCS demonstrated fast-alpha oscillation occurrence. Depending on the type and composition of EEG oscillations, the probability of their occurrence was either aetiology dependent or independent. The probability of EEG oscillations occurrence differentiated brain injuries with different aetiologies. Conclusions: Spontaneous EEG oscillations have a potential value in distinguishing patients in VS and MCS. Significance: This work may have implications for clinical care, rehabilitative programs and medical–legal decisions in patients with impaired consciousness states following coma due to acute brain injuries. (shrink)

Interest in idealism has increased substantially since the publication of Sprigge’s Vindication of Absolute Idealism in 1984,1 and again with more vigor over the last decade in the context of the mind-body problem and panpsychism. This will probably not come as a surprise to objective idealists, among which Vittorio Hosle has proposed that philosophy cycles through stages with some form of idealism as end point of each cycle.2 More recently, David Chalmers mused about a corresponding development in the worldview of (...) single individuals from materialism over dualism and panpsychism to idealism.3 Traditional accounts of idealism include for instance those of Plato, Plotinus, Leibniz, Berkeley, or Hegel. An overview of contemporary approaches is given in the article by Chalmers, where he mentions amongst others a recent collection of essays on idealism,4 but also for instance the (recently extended5) works of Philip Goff on Russellian monism.6 A more classically oriented collection of works on idealism was edited by Hosle and Suarez Muller.7 In his article ‘Idealism and the Mind-Body Problem’, David Chalmers presents a classification of possible versions of idealism with the goal of assessing the prospects of idealism in the context of the mind-body problem without having to pay too much attention to its ‘historical baggage’. This goal seems to me highly laudable and the resulting classification an important contribution to the contemporay discussion. In addition, the conclusions drawn from the subsequent analysis seem very plausible from the viewpoints of dualistic, panpsychistic and similar thinking. I nevertheless believe that the presented classification is not really adequate to capture the core of traditional idealistic thinking, which in turn leads to somewhat distorted conclusions about the opportunities for idealism to play a role for understanding the mind-body problem: First, the distinction between micro- macro- and cosmic idealism ist not fitting well into the idealistic venture. Instead, idealism is artificially reduced to a bad alternative to panpsychism. Secondly, the initially mentioned, but afterwards not discussed again difference between subjectinvolving and non-subject-involving idealism needs to be further extended, to account for the special role of subjects in traditional accounts of objective idealism. To elaborate on this, I will first give a short summary of Chalmers classification and some of the mentioned problems with idealism. Afterwards I will come back to my two objections in more detail. (shrink)

Systems with human-centered artificial intelligence are always as good as their ability to consider their users’ context when making decisions. Research on identifying people’s everyday activities has evolved rapidly, but little attention has been paid to recognizing both the activities themselves and the motions they make during those tasks. Automated monitoring, human-to-computer interaction, and sports analysis all benefit from Web 4.0. Every sport has gotten its move, and every move is not known to everyone. In ice hockey, every move (...) cannot be monitored by the referee. Here, Convolution Neural Network-based Real-Time Image Processing Framework (CNN-RTIPF) is introduced to classify every move in Ice Hockey. CNN-RTIPF can reduce the challenges in monitoring the player’s move individually. The image of every move is captured and compared with the trained data in CNN. These real-time captured images are processed using a human-centered artificial intelligence system. They compared images predicted by probability calculation of the trained set of images for effective classification. Simulation analysis shows that the proposed CNN-RTIPF can classify real-time images with improved classification ratio, sensitivity, and error rate. The proposed CNN-RTIPF has been validated based on the optimization parameter for reliability. To improve the algorithm for movement identification and train the system for many other everyday activities, human-centered artificial intelligence-based Web 4.0 will continue to develop. (shrink)

Classification of the boys in 48 families of three or more brothers according to their Moray House Test (VIQ) scores awarded at age 11±1[fraction one-half] years in 1947–75 confirms the postulated existence of a total of nine male phenotypes for this X-linked trait in the score range <70 to 140 points. The phenotypic means lie close to the sequence 69(8)133. Recombination is shown to occur. An additive effect of three alleles at each of two X-chromosome loci is the most (...) likely simple scheme. An iterative approach matching the observed mixtures of proposed genotypes in the families with probabilities for variable levels of homozygosity, non-crossover/crossover heterozygosity, and maternal meiotic recombination yields a best goodness of fit where this last is 20%. (shrink)

Does context and context-dependence belong to the research agenda of semantics - and, specifically, of formal semantics? Not so long ago many linguists and philosophers would probably have given a negative answer to the question. However, recent developments in formal semantics have indicated that analyzing natural language semantics without a thorough accommodation of context-dependence is next to impossible. The classification of the ways in which context and context-dependence enter semantic analysis, though, is still a matter of much controversy (...) and some of these disputes are ventilated in the present collection. This book is not only a collection of papers addressing context-dependence and methods for dealing with it: it also records comments to the papers and the authors' replies to the comments. In this way, the contributions themselves are contextually dependent. In view of the fact that the contributors to the volume are such key figures in contemporary formal semantics as Hans Kamp, Barbara Partee, Reinhard Muskens, Nicholas Asher, Manfred Krifka, Jaroslav Peregrin and many others, the book represents a quite unique inquiry into the current activities on the semantics side of the semantics/pragmatics boundary. (shrink)

The aims of the present study were to analyse people’s natural ability to discriminate between true and false statements provided by people with intellectual disability (IQTRUE = 62.00, SD = 10.07; IQFALSE = 58.41, SD = 8.42), and the differentiating characteristics of such people’s statements using criteria-based content analysis (CBCA). Thirty-three people assessed 16 true statements and 13 false statements using their normal abilities. Two other evaluators trained in CBCA evaluated the same statements. The natural evaluators differentiated between true (...) and false statements with somewhat above-chance accuracy, even though error rate was high (38.19%). That lay participants could not effectively discriminate between false and true statements demonstrates that such assessments cannot be considered useful in a forensic context. The CBCA technique did discriminate at a better level than intuitive judgements. However, of the 19 criteria, only one significantly discriminated. More procedures specifically adapted to the abilities of people with intellectual disabilities are thus required. The presence of structured production, quantity of details, characteristics details and unexpected complications increased the probability that a statement would be considered true by non-expert evaluators. The classification made by the non-expert evaluators was independent of the participants’ IQ. A big data analysis is performed in search for better classification quality. (shrink)

The Weather Prediction Task was originally designed to assess probabilistic classification learning. Participants were believed to gradually acquire implicit knowledge about cue–outcome association probabilities and solve the task using a multicue strategy based on the combination of all cue–outcome probabilities. However, the cognitive processes engaged in the resolution of this task have not been firmly established, and despite conflicting results, the WPT is still commonly used to assess striatal or procedural learning capacities in various populations. Here, we tested young (...) adults on a modified version of the WPT and performed novel analyses to decipher the learning strategies and cognitive processes that may support above chance performance. The majority of participants used a hierarchical strategy by assigning different weights to the different cues according to their level of predictability. They primarily based their responses on the presence or absence of highly predictive cues and considered less predictive cues secondarily. However, the influence of the less predictive cues was inconsistent with the use of a multicue strategy, since they did not affect choices when both highly predictive cues associated with opposite outcomes were present simultaneously. Our findings indicate that overall performance is inadequate to draw conclusions about the cognitive processes assessed by the WPT. Instead, detailed analyses of performance for the different patterns of cue–outcome associations are essential to determine the learning strategies used by participants to solve the task. (shrink)

We provide a formally rigorous framework for integrating singular causation, as understood by Nuel Belnap's theory of causae causantes, and objective single case probabilities. The central notion is that of a causal probability space whose sample space consists of causal alternatives. Such a probability space is generally not isomorphic to a product space. We give a causally motivated statement of the Markov condition and an analysis of the concept of screening-off. 1. Causal dependencies and probabilities1.1Background: causation in (...) branching space-times1.2What are probabilities defined for?2. Basic transitions2.1Basics of basic transitions2.2Sets of basic transitions3. Causal probability theory3.1Some simple cases3.2General causal probabilities3.3Application: probability of suprema of a chain. (shrink)

An analysis of indefinite probability statements has been offered by Jackson and Pargetter (1973). We accept that this analysis will assign the correct probability values for indefinite probability claims. But it does so in a way which fails to reflect the epistemic state of a person who makes such a claim. We offer two alternative analyses: one employing de re (epistemic) probabilities, and the other employing de dicto (epistemic) probabilities. These two analyses appeal only to (...) probabilities which are accessible to a person who makes an indefinite probability judgment, and yet we prove that the probabilities which either of them assigns will always be equivalent to those assigned by the Jackson and Pargetter analysis. (shrink)

Mining social network data and developing user profile from unstructured and informal data are a challenging task. The proposed research builds user profile using Twitter data which is later helpful to provide the user with personalized recommendations. Publicly available tweets are fetched and classified and sentiments expressed in tweets are extracted and normalized. This research uses domain-specific seed list to classify tweets. Semantic and syntactic analysis on tweets is performed to minimize information loss during the process of tweets (...) class='Hi'>classification. After precise classification and sentiment analysis, the system builds user interest-based profile by analyzing user’s post on Twitter to know about user interests. The proposed system was tested on a dataset of almost 1 million tweets and was able to classify up to 96% tweets accurately. (shrink)

Infertility is a serious social problem. Very often the only treatment possibility are IVF methods. This study explores the possibility of outcome prediction in the early stages of treatment. The data, collected from the previous treatment cycles, were divided into four subsets, which corresponded to the selected stages of treatment. On each such subset, sophisticated data mining analysis was carried out, with appropriate imputations and classification procedures. The obtained results indicate that there is a possibility of predicting the (...) final outcome at the beginning of treatment. (shrink)

Mobile app stores provide an extremely rich source of information on app descriptions, characteristics, and usage, and analyzing these data provides insights and a deeper understanding of the nature of apps. However, manual analysis of this vast amount of information on mobile apps is not a simple and straightforward task; it is costly in terms of human effort and time. Computational methods such as topic modeling can provide an efficient and satisfactory approach to mobile app information analysis. Topic (...) modeling is a type of statistical modeling technique for discovering abstract topics that occur in a set of documents. This study explores the relationship between features of Arabic apps and investigates how well the current predefined Google Play app categories represent the type and genre of Arabic mobile apps. Based on the textual app description analysis, we aim to design and develop a sustainable classification system using the Latent Dirichlet Allocation method of topic modeling in order to cover the Arabic apps classification in Google Play app store. Our study supports the hypothesis that the textual app descriptions are effective in suggesting new categories for Arabic mobile apps in Google Play app store. Also, the results indicated that the current classification on Google Play app store is not suitable for our case study “Arabic apps,” as well as it is not sustainable, as it can not cover the new app types including Arabic apps. This study offers an important contribution to Arabic app analysis and design, to improve app search and exploration in several domains such as business, marketing, and technical development. Furthermore, it provides insights for the future of Arabic app research and provides guidance for the development of an Arabic app dashboard that will support users on how to select an app based on their specific needs. (shrink)

Electrotherapy is a dynamically developing method of treatment of sinus node dysfunction and atrioventricular conduction disturbances. It is an extremely important method used in the treatment of heart failure. The aim of this paper was to use classification trees for the differentiation between patients implanted with one of the three electrotherapy devices, i.e. SC-VVI/aai, DC-DDD, ICD/crt. The analysed data concerned 2071 patients who underwent implantation or device replacement procedures in the years 2010–2018, hospitalized in a coronary care unit. CART-type (...) classification trees with 5-fold cross-validation were used for the analysis. The decision concerning the choice of a particular electrotherapy device is always made based on the latest guidelines and the patient’s clinical condition. The used classification trees may enable verification of the state of implementation of guidelines in real-life therapeutic decisions. (shrink)

Faceted knowledge organization systems have sophisticated logical structures, making their representation as linked data a demanding task. The term facet is often used in ambiguous ways: while in thesauri facets only work as semantic categories, in classification schemes they also have syntactic functions. The need to convert the Integrative Levels Classification (ILC) into SKOS stimulated a more general analysis of the different kinds of syntactic facets, as can be represented in terms of RDF properties and their respective (...) domain and range. A nomenclature is proposed, distinguishing between common facets, which can be appended to any class, that is, have an unrestricted domain; and special facets, which are exclusive to some class, that is, have a restricted domain. In both cases, foci can be taken from any other class (unrestricted range: free facets), or only from subclasses of an existing class (parallel facets), or be defined specifically for the present class (bound facets). Examples are given of such cases in ILC and in the Dewey Decimal Classification (DDC). (shrink)

The Sciences of the Qurʾān contain information about the process of Qurʾān and its structural characteristics, language and stylistic features, as well as statistical data on the content of the Qurʾān. This information, which contributes significantly to the understanding of the Qurʾān, is generally classified within the relevant narratives and the classifications are sometimes associated with verses. In this context, the way in which the Sciences of the Qurʾān explain the verses, which do not act solely on methodical premises, differs (...) from the Qurʾānic exegesis books. In the Sciences of the Qurʾān, the subject of revelation forms are classified within the frame of the narrations, and the 51st verse of the Sūrat al-Shūrā is frequently referred to. In other words, the related classifications are matched with the 51st verse of the Sūrat al-Shūrā. In the exegesis, this verse is handled more comprehensively considering its context and the literal possibilities. There are two remarkable comments about this verse in terms of its reflection in the revelation classifications. However, on the contrary, it is possible to encounter examples where the verse is subject to specific discussions. One of them belongs to Jār Allāh al-Zamakhsharī (d.538/1144) and the other to Nāṣir al-Dīn al-Bayḍāwī (d. 685/1286). When the exegesis of al-Zamakhsharī and al-Bayḍāwī are examined, it is seen that this verse is the subject of ru’yat Allah (seeing Allah) discussion between Muʿtazila and Ahl al-Sunnah and the classifications are made in this context. However, it is interesting to note that the classification of al-Zamakhsharī is more suitable for the perspective of the Sciences of the Qurʾān. In this study, the codes of the determinations made by al-Zamakhsharī and al-Bayḍāwī related to the 51st verse of Sūrat al-Shūrā was read on the commentaries. While al-Zamakhsharī explains this verse as a proof for the argument that God cannot be seen, al-Bayḍāwī develops an example of reactionary interpretation upon Zamakhsharī’s view. The Sciences of the Qurʾān (as a discipline), which opens a separate title to the ways of revelation, uses this verse as a template and takes it away from the discussion. In the study, the subjective dimensions of the discussion and classifications made in the context of this verse were evaluated. As a result, it is concluded that a classification similar to classification of al-Zamakhsharī has been made in the literature of the Sciences of the Qurʾān as it provides more comprehensive framework. Summary: During the period of revelation of the Holy Qurʾān not only the sunnah and actions of the Prophet which explained the Holy Qurʾān, but also various sources of information based on language and consultation, were used in order to understand the Holy Qurʾān. The first people introduced to the revelation used their own language/oratory skills, which were natural them, to understand the Qurʾān and were also able to observe the events and problems that brought about the revelation of the verses. These elements, used by those first people for understanding the Qurʾān, were readily available in their society. Therefore, understanding of the Qurʾān while the Prophet was still alive did not require a codification of those resources or treatment of the matter on a theoretical level. Subsequent generations mostly compensated the lack of those advantages by the use of the Sciences of the Qurʾān books penned individually after 2nd Century (A.H.), and those written systematically under the collective name "the Sciences of the Qurʾān" starting from the 6th century (A.H.). These works covered many subjects such as the beginning of the revelation, the accentuation of the Qurʾān, the physical development process of the Qurʾānic text, information based on observation as well as the tone and content of the Qurʾān and provided information details for Qurʾānic interpretations. Over time, this information was classified in the Sciences of the Qurʾān literature, organized under various relevant titles and enhanced with examples, numerical and qualitative information. One of the main topics of the Sciences of the Qurʾān is the subject of “revelation and its forms”. In the literature of the Sciences of the Qurʾān, the classifications made under this topic are generally associated with the verse 51 of Sūrat al-Shūrā. In this verse, the forms of communication between Allah (Jalla Jalaluhu) and the servant/prophet are categorized. The context of the verse 51 of the Sūrat al-Shūrā in the tafsīr literature is different from the context in the Sciences of the Qurʾān literature. As a matter of fact, while this verse is examined in detail with respect to the context, concept analysis, and the possibilities of i‘rāb (classical Arabic grammar), it is merely referred to in the Sciences of the Qurʾān. This is due to the fact that the determinations and classifications made in the Sciences of the Qurʾān are shaped mostly in the light of the historical context and narrations of the subject.It is also possible to encounter examples of tafsīr where the 51st verse is made the topic of detailed discussions. There are two remarkable comments about this verse in terms of its reflection in the revelation classifications. One of them belongs to Jār Allāh al-Zamakhsharī (d.538/1144) and the other belongs to Nāṣir al-Dīn al-Bayḍāwī (d. 685/1286). The tafsīr s of al-Zamakhsharī and al-Bayḍāwī make it clear that this verse is the subject of ru’yat Allah discussion between the Muʿtazila and Ahl al-Sunnah and the classifications are made accordingly. The fact that i‘rāb examinations of the two authors are similar and both took into account other linguistic possibilities despite their preferences, which also prove that the points of conflict are not literal. Al-Zamakhsharī thinks that this verse determines the way Allah speaks not only with his prophets but also with all people. According to al-Zamakhsharī, the 51st verse refers to the three forms of communication that takes place between God and any of His servants. Allah communicates with His servants; a) through inspiration, inspiration to heart or through dreams, b) by making His words heard through certain channels, c) by sending one of his angels as a messenger. In the verse, the first is expressed as revelation, the second is to speak behind a veil, and the third is to send a messenger. According to al-Zamakhsharī, Allah's inspiration to the mother of Moses, the dream that He showed to Abraham regarding the sacrificing of his son and inspiration of Psalms to David, all relate to the revelation concept mentioned in the first option. Al-Zamakhsharī believes that revelation from behind a veil is an adage. This adage can be compared to a king speaking with one of those at his service behind a veil/curtain, where the person hears the voice of the king but cannot see him. Allah only spoke to Moses and angels in that manner, and sent angels to speak to His other servants/prophets.As a response to al-Zamakhsharī, al-Bayḍāwī interpreted the verse concisely explaining the 'revelation' (وحيا) as a secret word that is quickly understood. Because, in terms of its nature, revelation is not a word made up of sound waves that come one after another to make words. In the verse, this word refers both to the Night Journey (Mi‘rāj) and the talk mentioned in the hadiths regarding the ru’yat Allah, and Allah speaking to Moses without Moses seeing Allah. However, in the verse min verâi ḥicâb/attributed to the word 'revelation 'من وراء حجاب makes it clear that the expression refers to a form of speech in which Allah is heard but not seen. Therefore, the word 'revelation' refers to a mutual talk and according to al-Bayḍāwī, this is proof that ru’yat Allah is possible. The fact that the classifications made in the Sciences of the Qurʾān literature agrees with the classification of al-Zamakhsharī, not al-Bayḍāwī. This result is closely related to the structural features of the Sciences of the Qurʾān in which authors strive to make general explanations that are beyond sectarian preferences and views. Understanding the verse as a conversation between Allah and man, and not between Allah and His prophet, provides a more comprehensive classification in terms of the use of revelations (not only the use of the word revelation) in the Qurʾān. Thus, the address that was made to Abraham in his dream, the revelation of to Moses' mother, and inspiration to our holy Prophet and other people can be interpreted according to this verse. In addition, the ru’yat Allah debate was excluded from the subject in the classifications made in the Sciences of the Qurʾān and implication of the verse was limited to the talks made in a worldly manner. (shrink)

This paper examines the predominant systems used for the classification of print-based cartographic materials (primarily atlases and sheet maps). We present the results of a brief, widely distributed survey on the topic, followed by discussions of the distinctive characteristics of the classification systems used by survey respondents. The Library of Congress Classification and Dewey Decimal Classification systems were found to be widely used, with several other schemes also in use.

Different types of clinical research are associated with different degrees of risk and with varying utility. Usually classified as therapeutic or non-therapeutic, clinical research involving children necessitates a balance between the conflicts of intrusion into a group of vulnerable subjects, and the obvious advantages which such intrusion engenders. To understand better the potential ethical dilemmas of paediatric research the author has expanded the classification of such clinical research involving children. Five types of such research--preventive research, curative research, research to (...) alleviate symptoms, studies to establish norms and baselines, and curiosity research--are discussed in the context of their ethical constraints, and the different ethical questions which confront workers operating in each of these different themes. (shrink)

The enjoyment and pleasure derived from sad music has sparked fascination among researchers due to its seemingly paradoxical nature in producing positive affect. Research is yet to develop a comprehensive understanding of this “paradox.” Contradictory findings have resulted in a great variability within the literature, meaning results and interpretations can be difficult to derive. Consequently, this review collated the current literature, seeking to utilize the variability in the findings to propose a model of differential sad states, providing a means for (...) past and future findings to be interpreted. The proposed model is based on theoretical understanding, as such it requires full empirical support. Comparisons to alternative models, theoretical, clinical, and cognitive implications, as well as future directions are discussed. (shrink)

This paper describes the admissible classes of parametric distribution functions of return portfolios and analyzes their consistency with the maximization of the expected utility. In particular, we present a general theory and a unifying framework with the following aims: (1) studying the implications of the classical market restrictions on the portfolio distributions; (2) establishing general rules of ordering, when the uncertain prospect depends by a finite number of parameters; (3) understanding how a dispersion measure has to be used, in order (...) to obtain the investors' optimal portfolios. (shrink)

A passive brain–computer interface based upon functional near-infrared spectroscopy brain signals is used for earlier detection of human drowsiness during driving tasks. This BCI modality acquired hemodynamic signals of 13 healthy subjects from the right dorsolateral prefrontal cortex of the brain. Drowsiness activity is recorded using a continuous-wave fNIRS system and eight channels over the right DPFC. During the experiment, sleep-deprived subjects drove a vehicle in a driving simulator while their cerebral oxygen regulation state was continuously measured. Vector phase (...) class='Hi'>analysis was used as a classifier to detect drowsiness state along with sleep stage-based threshold criteria. Extensive training and testing with various feature sets and classifiers are done to justify the adaptation of threshold criteria for any subject without requiring recalibration. Three statistical features along with six VPA features were used. The average accuracies for the five classifiers are 90.9% for discriminant analysis, 92.5% for support vector machines, 92.3% for nearest neighbors, 92.4% for both decision trees, and ensembles over all subjects’ data. Trajectory slopes of CORE vector magnitude and angle: m and m are the best-performing features, along with ensemble classifier with the highest accuracy of 95.3% and minimum computation time of 40 ms. The statistical significance of the results is validated with a p-value of less than 0.05. The proposed passive BCI scheme demonstrates a promising technique for online drowsiness detection using VPA along with sleep stage classification. (shrink)

Cohen and Meskin 2006 recently offered a counterfactual theory of information to replace the standard probabilistic theory of information. They claim that the counterfactual theory fares better than the standard account on three grounds: first, it provides a better framework for explaining information flow properties; second, it requires a less expensive ontology; and third, because it does not refer to doxastic states of the information-receiving organism, it provides an objective basis. In this paper, I show that none of these is (...) really an advantage. Moreover, the counterfactual theory fails to satisfy one of the basic properties of information flow, namely the Conjunction principle. Thus, I conclude, there is no reason to give up the standard probabilistic theory for the counterfactual theory of information. (shrink)

The generalized Bayes’ rule (GBR) can be used to conduct ‘quasi-Bayesian’ analyses when prior beliefs are represented by imprecise probability models. We describe a procedure for deriving coherent imprecise probability models when the event space consists of a finite set of mutually exclusive and exhaustive events. The procedure is based on Walley’s theory of upper and lower prevision and employs simple linear programming models. We then describe how these models can be updated using Cozman’s linear programming formulation of (...) the GBR. Examples are provided to demonstrate how the GBR can be applied in practice. These examples also illustrate the effects of prior imprecision and prior-data conflict on the precision of the posterior probability distribution. (shrink)

Probability is not an unambiguous concept within the sciences or in vernacular language, yet it is fundamental to much of behavior analysis. The present paper examines some problems this ambiguity creates in general,as well as within the experimental analysis of behavior, in particular. As background material, we first introduce the three most common theories of probability in mathematics and science, discussing their advantages and disadvantages, and their relevance to behavior analysis. Next, we discuss the concept (...) of probability as encountered in the writings of B.F. Skinner and in the contemporary behavior analysis more generally, the latter being based on material drawn from the professional literature and from a questionnaire survey. Although the exercise is basically a descriptive one, we do conclude with some suggestions that may promote more effective action on those occasions when behavior analysts speak of "probability.". (shrink)

Neuromarketing has gained attention to bridge the gap between conventional marketing studies and electroencephalography -based brain-computer interface research. It determines what customers actually want through preference prediction. The performance of EEG-based preference detection systems depends on a suitable selection of feature extraction techniques and machine learning algorithms. In this study, We examined preference detection of neuromarketing dataset using different feature combinations of EEG indices and different algorithms for feature extraction and classification. For EEG feature extraction, we employed discrete wavelet (...) transform and power spectral density, which were utilized to measure the EEG-based preference indices that enhance the accuracy of preference detection. Moreover, we compared deep learning with other traditional classifiers, such as k-nearest neighbor, support vector machine, and random forest. We also studied the effect of preference indicators on the performance of classification algorithms. Through rigorous offline analysis, we investigated the computational intelligence for preference detection and classification. The performance of the proposed deep neural network outperforms KNN and SVM in accuracy, precision, and recall; however, RF achieved results similar to those of the DNN for the same dataset. (shrink)

The International Classification of Functioning, Disability and Health (ICF), designed by the WHO, attempts to provide a holistic model of functioning and disability by integrating a medical model with a social one. The aim of this article is to analyze the ICF’s claim to holism. The following components of the ICF’s complexity are analyzed: (1) health condition, (2) body functions and structures, (3) activity, (4) participation, (5) environmental factors, (6) personal factors, and (7) health. Although the ICF claims to (...) be holistic, it presupposes a monistic materialistic ontology. We indicate some limitations of this ontology, proposing instead: (a) a pluralistic–holistic ontology (PHO) and (b) a multidimensional view of the human being, with individual and environmental aspects, in relation to three levels of reality implied by the PHO. For the ICF to attain its holistic claim, the interactions between its components should be based on (a) and (b). (shrink)