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Front Cover IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2021-01-13
Presents the front cover for this issue of the publication.
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IEEE CEC 2021 IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2021-01-13
Presents information on the IEEE CEC 2021 Conference.
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Table of Contents IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2021-01-13
Presents the table of contents for this issue of the publication.
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CIM Editorial Board IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2021-01-13
Presents a listing of the editorial board, board of governors, current staff, committee members, and/or society editors for this issue of the publication.
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CIS Society Officers IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2021-01-13
Presents a listing of the editorial board, board of governors, current staff, committee members, and/or society editors for this issue of the publication.
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The Wonders of Knowledge Transfer [Editor's Remarks] IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2021-01-13 Chuan-Kang Ting
Presents the introductory editorial for this issue of the publication.
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CIS and Industry Hand in Hand [President's Message] IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2021-01-13 Bernadette Bouchon-Meunier
Presents the President’s message for this issue of the publication.
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Call for Papers for Journal Special Issues IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2021-01-13
Prospective authors are requested to submit new, unpublished manuscripts for inclusion in the upcoming event described in this call for papers.
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IEEE CIS VP-Publications Vision Statement [Society Briefs] IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2021-01-13 Kay Chen Tan
Presents the vision statement by the IEEE CIS VP of publications.
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IEEE CIS VP-Member Activities Vision Statement [Society Briefs] IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2021-01-13 Sanaz Mostaghim
Presents the vision statement of the IEEE CIS VP of member activities.
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Conference Report on 2020 IEEE World Congress on Computational Intelligence (IEEE WCCI 2020) [Conference Reports] IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2021-01-13 Amir Hussain; Marios M. Polycarpou; Xin Yao
Presents information on the 2020 IEEE World Congress on Computational Intelligence.
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Evolutionary Transfer Optimization - A New Frontier in Evolutionary Computation Research IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2021-01-13 Kay Chen Tan; Liang Feng; Min Jiang
The evolutionary algorithm (EA) is a nature-inspired population-based search method that works on Darwinian principles of natural selection. Due to its strong search capability and simplicity of implementation, EA has been successfully applied to solve many complex optimization problems, which cannot be easily solved by traditional exact mathematical approaches, such as linear programming, quadratic
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Surrogate-Assisted Evolutionary Multitasking for Expensive Minimax Optimization in Multiple Scenarios IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2021-01-13 Handing Wang; Liang Feng; Yaochu Jin; John Doherty
Minimax optimization is a widely-used formulation for robust design in multiple operating or environmental scenarios, where the worst-case performance among multiple scenarios is the optimization objective requiring a large number of quality assessments. Consequently, minimax optimization using evolutionary algorithms becomes prohibitive when each quality assessment involves computationally expensive
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Distributed and Democratized Learning: Philosophy and Research Challenges IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2021-01-13 Minh N.H. Nguyen; Shashi Raj Pandey; Kyi Thar; Nguyen H. Tran; Mingzhe Chen; Walid Saad Bradley; Choong Seon Hong
Due to the availability of huge amounts of data and processing abilities, current artificial intelligence (AI) systems are effective in solving complex tasks. However, despite the success of AI in different areas, the problem of designing AI systems that can truly mimic human cognitive capabilities such as artificial general intelligence, remains largely open. Consequently, many emerging cross-device
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Developing Interval-Based Cost-Sensitive Classifiers by Genetic Programming for Binary High-Dimensional Unbalanced Classification [Research Frontier] IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2021-01-13 Wenbin Pei; Bing Xue; Lin Shang; Mengjie Zhang
Cost-sensitive learning is a popular approach to addressing the problem of class imbalance for many classification algorithms in machine learning. However, most cost-sensitive algorithms are dependent on manually designed cost matrices. Unfortunately, in many cases, it is often not easy for humans, even experts, to accurately specify misclassification costs for different mistakes due to the lack of
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[Conference Calendar] IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2021-01-13 Marley Vellasco
Presents the CIS society calendar of upcoming events and meetings.
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IEEE TETCI IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2021-01-13
Prospective authors are requested to submit new, unpublished manuscripts for inclusion in the upcoming event described in this call for papers.
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FUZZ-IEEE 2021 IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2021-01-13
Presents information on the FUZZ-IEEE 2021 conference.
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2020 CI Year End Index IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-11-11
Presents the 2020 subject/author index for this publication.
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Intelligent Optimization of Diversified Community Prevention of COVID-19 Using Traditional Chinese Medicine IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-10-21 Yu-Jun Zheng; Si-Lan Yu; Jun-Chao Yang; Tie-Er Gan; Qin Song; Jun Yang; Mumtaz Karatas
Traditional Chinese medicine (TCM) has played an important role in the prevention and control of the novel coronavirus pneumonia (COVID-19), and community prevention has become the most essential part in reducing the risk of spread and protecting public health. However, most communities use a unified TCM prevention program for all residents, which violates the "treatment based on syndrome differentiation"
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TechRxiv: Share Your Preprint Research With the World! IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-10-15
Advertisement: TechRxiv is a free preprint server for unpublished research in electrical engineering, computer science, and related technology. Powered by IEEE, TechRxiv provides researchers across a broad range of fields the opportunity to share early results of their work ahead of formal peer review and publication. Researchers are asked to upload their unpublished research.
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Computational Intelligence Techniques for Combating COVID-19: A Survey IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-10-15 Vincent S. Tseng; Josh Jia-Ching Ying; Stephen T.C. Wong; Diane J. Cook; Jiming Liu
Computational intelligence has been used in many applications in the fields of health sciences and epidemiology. In particular, owing to the sudden and massive spread of COVID-19, many researchers around the globe have devoted intensive efforts into the development of computational intelligence methods and systems for combating the pandemic. Although there have been more than 200,000 scholarly articles
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A Bayesian Updating Scheme for Pandemics: Estimating the Infection Dynamics of COVID-19 IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-10-15 Shuo Wang; Xian Yang; Ling Li; Philip Nadler; Rossella Arcucci; Yuan Huang; Zhongzhao Teng; Yike Guo
Epidemic models play a key role in understanding and responding to the emerging COVID-19 pandemic. Widely used compartmental models are static and are of limited use to evaluate intervention strategies of combatting the pandemic. Applying the technology of data assimilation, we propose a Bayesian updating approach for estimating epidemiological parameters using observable information to assess the
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COVID-19 Time Series Forecast Using Transmission Rate and Meteorological Parameters as Features IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-10-15 Mohsen Mousavi; Rohit Salgotra; Damien Holloway; Amir H. Gandomi
The number of confirmed cases of COVID-19 has been ever increasing worldwide since its outbreak in Wuhan, China. As such, many researchers have sought to predict the dynamics of the virus spread in different parts of the globe. In this paper, a novel systematic platform for prediction of the future number of confirmed cases of COVID-19 is proposed, based on several factors such as transmission rate
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Meaningful Big Data Integration for a Global COVID-19 Strategy IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-10-15 Joao Pita Costa; Marko Grobelnik; Flavio Fuart; Luka Stopar; Gorka Epelde; Scott Fischaber; Piotr Poliwoda; Debbie Rankin; Jonathan Wallace; Michaela Black; Raymond Bond; Maurice Mulvenna; Dale Weston; Paul Carlin; Roberto Bilbao; Gorana Nikolic; Xi Shi; Bart De Moor; Minna Pikkarainen; Jarmo Pääkkönen; Anthony Staines; Regina Connolly; Paul Davis
With the rapid spread of the COVID-19 pandemic, the novel Meaningful Integration of Data Analytics and Services (MIDAS) platform quickly demonstrates its value, relevance and transferability to this new global crisis. The MIDAS platform enables the connection of a large number of isolated heterogeneous data sources, and combines rich datasets including open and social data, ingesting and preparing
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Front Cover IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-07-15
Presents the front cover for this issue of the publication.
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IEEE Transactions on Artificial Intelligence Call for Papers IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-07-15
Prospective authors are requested to submit new, unpublished manuscripts for inclusion in the upcoming event described in this call for papers.
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Table of Contents IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-07-15
Presents the table of contents for this issue of the publication.
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CIM Editorial Board IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-07-15
Presents a listing of the editorial board, board of governors, current staff, committee members, and/or society editors for this issue of the publication.
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Every Cloud Has a Silver Lining [Editor?s Remarks] IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-07-15 Chuan-Kang Ting
Presents the introductory editorial for this issue of the publication.
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CIS Society Officers IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-07-15
Presents a listing of the editorial board, board of governors, current staff, committee members, and/or society editors for this issue of the publication.
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Beyond the COVID-19 Pandemic [President?s Message] IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-07-15 Bernadette Bouchon-Meunier
Presents the President’s message for this issue of the publication.
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Interview with Founding Editor-in-Chief of IEEE Transactions on Artificial Intelligence [Career Profile] IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-07-15
Presents an interview conducted with the founding Editor-in-Chief of IEEE Transactions on Artificial Intelligence, Prof. Hussein Abbass.
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IEEE DSAA–The IEEE Flagship Conference in Data Science [Society Briefs] IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-07-15 Longbing Cao; Marley M.B.R. Vellasco
Reports on the IEEE DSAA—Transdisciplinary Data Science initiative led by the IEEE The IEEE International Conference on Data Science and Advanced Analytics (IEEE DSAA). This conference aims to be a premier forum for addressing the above ever increasing and important demand, data volume and complexities, and the associated business problems, opportunities, decisions and values in a translational and
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CIS Publication Spotlight [Publication Spotlight] IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-07-15 Haibo He; Jon Garibaldi; Kay Chen Tan; Julian Togelius; Yaochu Jin; Yew Soon Ong
Presents new books of interest to CIS society members.
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A Review of Off-Line Mode Dataset Shifts IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-07-15 Carla C. Takahashi; Antonio P. Braga
Dataset shifts are present in many real-world applications, since data generation is not always fully controlled and is subject to noise, degradation, and other natural variations. In machine learning, the lack of regularity in data can degrade performance by breaching error constraints. Different methods have been proposed to solve shifting problems; however, shifts in off-line learning mode are not
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Automatic Tuning of Rule-Based Evolutionary Machine Learning via Problem Structure Identification IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-07-15 Maria A. Franco; Natalio Krasnogor; Jaume Bacardit
The success of any machine learning technique depends on the correct setting of its parameters and, when it comes to large-scale datasets, hand-tuning these parameters becomes impractical. However, very large-datasets can be pre-processed in order to distil information that could help in appropriately setting various systems parameters. In turn, this makes sophisticated machine learning methods easier
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Improving Depression Level Estimation by Concurrently Learning Emotion Intensity IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-07-15 Syed Arbaaz Qureshi; Gael Dias; Mohammed Hasanuzzaman; Sriparna Saha
Depression is considered a serious medical condition and a large number of people around the world are suffering from it. Within this context, a lot of studies have been proposed to estimate the degree of depression based on different features and modalities, specific to depression. Supported by medical studies that show how depression is a disorder of impaired emotion regulation, we propose a different
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Strength Adjustment and Assessment for MCTS-Based Programs [Research Frontier] IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-07-15 An-Jen Liu; Ti-Rong Wu; I-Chen Wu; Hung Guei; Ting-Han Wei
This paper proposes an approach to strength adjustment and assessment for Monte-Carlo tree search based game-playing programs. We modify an existing softmax policy with a strength index to choose moves. The most important modification is a mechanism which filters low-quality moves by excluding those that have a lower simulation count than a pre-defined threshold ratio of the maximum simulation count
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[Conference Calendar] IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-07-15 Marley Vellasco
Presents the CIS society calendar of upcoming events and meetings.
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Call for Papers for Journal Special Issues IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-07-15
Prospective authors are requested to submit new, unpublished manuscripts for inclusion in the upcoming event described in this call for papers.
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IEEE SSCI 2020 IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-07-15
Presents information on the IEEE SSCI 2020 Conference.
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Front Cover IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-04-13
Presents the front cover for this issue of the publication.
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IEEE SSCI 2020 IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-04-13
Presents information on hte IEEE SSCI 2020 conference.
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Table of Contents IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-04-13
Presents the table of contents for this issue of the publication.
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CIM Editorial Board IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-04-13
Presents a listing of the editorial board, board of governors, current staff, committee members, and/or society editors for this issue of the publication.
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It's All About Optimization [Editor's Remarks] IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-04-13 Chuan-Kang Ting
Presents the introductory editorial for this issue of the publication.
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CIS Society Officers IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-04-13
Presents a listing of the editorial board, board of governors, current staff, committee members, and/or society editors for this issue of the publication.
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Long Live the IEEE Transactions on Artificial Intelligence IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-04-13 Bernadette Bouchon-Meunier
Presents the President’s message for this issue of the publication.
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Newly Elected CIS Administrative Committee Members [Society Briefs] IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-04-13 Bernadette Bouchon-Meunier
Presents a listing of the newly elected CIS Administrative Committee members.
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IEEE Fellows?Class of 2020 [Society Briefs] IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-04-13 Jose C. Principe
Presents a listing of AESS members who were elevated to the status of IEEE Fellow.
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CIS Publication Spotlight [Publication Spotlight] IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-04-13 Haibo He; Jon Garibaldi; Kay Chen Tan; Julian Togelius; Yaochu Jin; Yew Soon Ong
Presents new books of interest to CIS society members.
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The General Combinatorial Optimization Problem: Towards Automated Algorithm Design IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-04-13 Rong Qu; Graham Kendall; Nelishia Pillay
This paper defines a new combinatorial optimization problem, namely General Combinatorial Optimization Problem (GCOP), whose decision variables are a set of parametric algorithmic components, i.e. algorithm design decisions. The solutions of GCOP, i.e. compositions of algorithmic components, thus represent different generic search algorithms. The objective of GCOP is to find the optimal algorithmic
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Robust Structural Balance in Signed Networks Using a Multiobjective Evolutionary Algorithm IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-04-13 Shuai Wang; Jing Liu; Yaochu Jin
The aim of network structural balance is to find proper partitions of nodes that guarantee equilibrium in the system, which has attracted considerable attention in recent decades. Most of existing studies focus on reducing imbalanced components in complex networks without considering the tolerance of these balanced networks against attacks and failures. However, as indicated by some recent studies
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PaletteViz: A Visualization Method for Functional Understanding of High-Dimensional Pareto-Optimal Data-Sets to Aid Multi-Criteria Decision Making IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-04-13 AKM Khaled Ahsan Talukder; Kalyanmoy Deb
To represent a many-objective Pareto-optimal front having four or more dimensions of the objective space, a large number of points are necessary. However, for choosing a single preferred point from a large set is problematic and time-consuming, as they provide a large cognitive burden on the part of the decision-makers (DMs). Hence, many-objective optimization and decision-making researchers and practitioners
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A Survey on Differentially Private Machine Learning [Review Article] IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-04-13 Maoguo Gong; Yu Xie; Ke Pan; Kaiyuan Feng; A.K. Qin
Recent years have witnessed remarkable successes of machine learning in various applications. However, machine learning models suffer from a potential risk of leaking private information contained in training data, which have attracted increasing research attention. As one of the mainstream privacy- preserving techniques, differential privacy provides a promising way to prevent the leaking of individual-level
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An Effective Feature Learning Approach Using Genetic Programming With Image Descriptors for Image Classification [Research Frontier] IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-04-14 Ying Bi; Bing Xue; Mengjie Zhang
Being able to extract effective features from different images is very important for image classification, but it is challenging due to high variations across images. By integrating existing well-developed feature descriptors into learning algorithms, it is possible to automatically extract informative high-level features for image classification. As a learning algorithm with a flexible representation
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xTML: A Unified Heterogeneous Transfer Metric Learning Framework for Multimedia Applications [Application Notes] IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-04-14 Lu Liu; Yong Luo; Han Hu; Yonggang Wen; Dacheng Tao; Xin Yao
Owing to the continual growth of multimodal data (or feature spaces), we have seen a rising interest in multimedia applications (e.g., object classification and searching) over these heterogeneous data. However, the accuracy of classification and searching tasks is highly dependent on the distance estimation between data samples, and simple Euclidean (EU) distance has been proven to be inadequate.
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Call for Papers for Journal Special Issues IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-04-13
Prospective authors are requested to submit new, unpublished manuscripts for inclusion in the upcoming event described in this call for papers.
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[Conference Calendar] IEEE Comput. Intell. Mag. (IF 9.083) Pub Date : 2020-04-13 Marley Vellasco
Presents the CIS calendar of upcoming events and meetings.