scholarly journals Efficient Shapley Explanation for Features Importance Estimation Under Uncertainty

2020 ◽  
pp. 792-801
Author(s):  
Xiaoxiao Li ◽  
Yuan Zhou ◽  
Nicha C. Dvornek ◽  
Yufeng Gu ◽  
Pamela Ventola ◽  
...  
Keyword(s):  
Features Importance

Impacts of Learning Styles on Hypermedia Projects

2011 ◽  
pp. 92-106
Author(s):  
Jun Hu
Keyword(s):  
Qualitative Research ◽  
Learning Styles ◽  
Cognitive Tasks ◽  
Graduate Level ◽  
Multimedia Design ◽  
Processing Information ◽  
Features Importance

Kolb (1984) defined learning styles as one’s preferred methods for perceiving and processing information. Learning styles have been a high-profiled factor in hypermedia research on how they affect learners’ performances of cognitive tasks in hypermedia environment, yet not much research has been done on how learning styles would affect developers’ preferences in designing and developing hypermedia projects. This qualitative research studied 19 students from a graduate level multimedia design course on their articulations and implementations of hypermedia features, and found that learning styles of the developers did influence their perceptions of the features’ importance and their efforts of implementation of hypermedia features in their projects.

Analysis of NetFlow Features’ Importance in Malicious Network Traffic Detection

2021 ◽  
pp. 52-61
Author(s):  
Adrián Campazas-Vega ◽  
Ignacio Samuel Crespo-Martínez ◽  
Ángel Manuel Guerrero-Higueras ◽  
Claudia Álvarez-Aparicio ◽  
Vicente Matellán
Keyword(s):  
Network Traffic ◽  
Traffic Detection ◽  
Features Importance

scholarly journals FUNDAMENTALS OF COMMUNICATION UNITS - PHRASEOLOGICAL COMBINATION

2020 ◽  
Vol 74 (4) ◽  
pp. 161-165
Author(s):  
F. Orazbaeva ◽  
Keyword(s):  
Cognitive Function ◽  
Semantic Meaning ◽  
Individual Study ◽  
Linguistic Communication ◽  
Communicative Function ◽  
Similarities And Differences ◽  
Relationship Of ◽  
The Relationship ◽  
Features Importance

The article discusses communicative units, which are the main indicators of linguistic communication, and also describes the functions, features, importance and place of communicative units in communication. Communicative units of the language are words, sentences, text and phraseological units, each of which requires individual study. Accordingly, the article examines the relationship of phraseological units with the communicative, emotional and expressive functions of the language. Focusing on the types of phrases and idioms of the phraseology of the Kazakh language, their similarities and differences were identified. The opinions of scientists about the semantic meaning, cognitive, emotional, expressive shades of phraseological expressions are analyzed, examples are given. The features, use, methods of creating phraseological units with the quality of personalization are analyzed. The communicative activity of phraseological units, the positive cognitive function, the pragmatic purpose of the sentence were studied. Phraseological phrases are grouped by communicative function.

scholarly journals Analyzing Linguistic Features for Answer Re-Ranking of Why-Questions

2022 ◽  
Vol 24 (3) ◽  
pp. 1-16
Author(s):  
Manvi Breja ◽  
Sanjay Kumar Jain
Keyword(s):  
Deep Learning ◽  
Linguistic Features ◽  
Answer Extraction ◽  
Feature Similarity ◽  
Question And Answer ◽  
Why Questions ◽  
Learning Frameworks ◽  
Reciprocal Rank ◽  
Features Importance

Why-type non-factoid questions are ambiguous and involve variations in their answers. A challenge in returning one appropriate answer to user requires the process of appropriate answer extraction, re-ranking and validation. There are cases where the need is to understand the meaning and context of a document rather than finding exact words involved in question. The paper addresses this problem by exploring lexico-syntactic, semantic and contextual query-dependent features, some of which are based on deep learning frameworks to depict the probability of answer candidate being relevant for the question. The features are weighted by the score returned by ensemble ExtraTreesClassifier according to features importance. An answer re-ranker model is implemented that finds the highest ranked answer comprising largest value of feature similarity between question and answer candidate and thus achieving 0.64 Mean Reciprocal Rank (MRR). Further, answer is validated by matching the answer type of answer candidate and returns the highest ranked answer candidate with matched answer type to a user.

scholarly journals [Sex Education in Islam] Al-Tarbiyah al-Jinsiyyah fi al-Islam

2015 ◽  
Vol 10 ◽  
pp. 98-123
Author(s):  
Ahmad Dia' Addin Al-Hussin
Keyword(s):  
Sex Education ◽  
Social Values ◽  
Sexual Education ◽  
Different Ages ◽  
Features Importance

This study aims at reocgnizing the sexual education in light of islam through showing its role in not rolling this rital side correctly , and knewing the targets , features, importance and jurisprudence evidences , it also displays the role of edvcational corportions in bringing up the young muslims at different  stages  .The  researcher  most  important  results  are  :1-  sexual education in islam must grant muslims in different ages with necessary imformation to deal with in islamic principles and limitations frame and in accordance to moral and social values of community.2- sexual education is an  important  part  in  preparing  the  young  muslim  and  developing  his personality.   يتضمن هذا البحث تعريف مفهوم التربية الجنسية وأهدافها وخصائصها وأهميتها من منظور إسلامي، وإبراز دور الأسرة التربوي في تنشئة النشء المسلم وتزويده بمبادئ التربية الجنسية وفق مراحل نموه، كما تضمن البحث بيان الضوابط الشرعية للتربية الجنسية.وتوصل البحث إلى أن التربية الجنسية في الإسلام هي تلك التربية التي تمد الفرد المسلم وفق مراحل نموه الجنسي والعقلي بالمعلومات اللازمة لكيفية التعامل مع القضايا المتعلقة بالغريزة الجنسية في إطار المبادئ والضوابط التربوية الإسلامية، وان التربية الجنسية جزء مهم من عملية إعداد النشء المسلم وتنمية شخصيته.   الكلمات المفتاحية:الجنس، التربية الجنسية

scholarly journals Features Importance in Classification Models for Colorectal Cancer Cases Phenotype in Indonesia

2019 ◽  
Vol 157 ◽  
pp. 313-320 ◽  
Author(s):  
Tjeng Wawan Cenggoro ◽  
Bharuno Mahesworo ◽  
Arif Budiarto ◽  
James Baurley ◽  
Teddy Suparyanto ◽  
...  
Keyword(s):  
Colorectal Cancer ◽  
Classification Models ◽  
Features Importance

scholarly journals PREDICTION OF CHRONIC KIDNEY DISEASE USING DEEP NEURAL NETWORK

2021 ◽  
Vol 4 (4) ◽  
pp. 34-41
Author(s):  
Iliyas Ibrahim Iliyas ◽  
Saidu Isah Rambo ◽  
Ali Baba Dauda ◽  
Suleiman Tasiu
Keyword(s):  
Neural Network ◽  
Chronic Kidney Disease ◽  
Heart Disease ◽  
Kidney Disease ◽  
General Hospital ◽  
Deep Neural Network ◽  
Disease Prediction ◽  
Technical Approach ◽  
Medical Practitioners ◽  
Features Importance

eural Network (DNN) is now applied in disease prediction to detect various ailments such as heart disease and diabetes. Another disease that is causing a threat to our health is kidney disease. This disease is becoming prevalent due to substances and elements we intake. Ignoring the kidney malfunction can cause chronic kidney disease leading to death. Frequently, Chronic Kidney Disease (CKD) and its symptoms are mild and gradual, often go unnoticed for years only to be realized of late. We conducted our research on CKD in Bade, a Local Government Area of Yobe State in Nigeria. The area has been a center of attention by medical practitioners due to the prevalence of CKD. Unfortunately, a technical approach in culminating the disease is yet to be attained. We obtained a record of 1200 patients with 10 attributes as our dataset from Bade General Hospital and used the DNN model to predict CKD's absence or presence in the patients. The model produced an accuracy of 98%. Furthermore, we identified and highlighted the Features importance to rank the features used in predicting the CKD. The outcome revealed that two attributes: Creatinine and Bicarbonate, have the highest influence on the CKD prediction.

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