Friday, May 30, 2014
Reminder: paper submission deadline for SCIS and ISIS 2014
Wednesday, May 28, 2014
Call for Papers: Special Issue on “New Trends of Learning in Computational Intelligence”
A special issue of the IEEE Computational Intelligence Magazine (IEEE CIM) will be dedicated to New Trends of Learning in Computational Intelligence. Prospective uthors are invited to submit their original unpublished research and application contributions. Comprehensive tutorial and survey papers can also be considered for this special issue.
Over the past few decades, conventional computational intelligence techniques faced severe bottlenecks in terms of algorithmic learning. Particularly, in areas of big data computation, brain science, cognition and reasoning, it is almost inevitable that intensive human intervention and time consuming trial and error efforts need to be employed before any meaningful observations can be obtained. The recent development of emerging computational intelligence techniques such as extreme learning machines (ELM) and fast solutions shed some light upon how to effectively deal with these computational bottlenecks.
Based on the observations that increasing correlation can be found among apparently different theories from different fields, as well as the increasing evidence of convergence between computational intelligence techniques and biological learning mechanisms, this special issue seeks to promote novel research investigations in computational intelligence bridging among related areas.
Topics of interest for this special issue include but are not limited to:
- Theoretical foundations and algorithms:
- Extreme learning machines (ELM), No-Prop algorithms and random kitchen sinks
- Real-time learning, reasoning and cognition
- Sequential / incremental learning
- Clustering and feature extraction / selection
- Closed form and non-closed form solutions
- Multiple hidden layers solutions and random networks
- Parallel and distributed computing / cloud computing
- Fast implementation of deep learning
- Applications
- Biologically-inspired natural language processing
- Big data analytics
- Cognitive science / computation
- Autonomous systems
Deadlines
15th August, 2014: Submission of Manuscripts
15th October, 2014: Notification of Review Results
15th November, 2014: Submission of Revised Manuscripts
15th December, 2014: Submission of Final Manuscripts
Publication: May 2015 Issue
Paper Submission
The maximum length for the manuscript is typically 25 pages in single column format with double-spacing, including figures and references. Authors should specify in the first page of their manuscripts the corresponding author’s contact and up to 5 keywords. Submission should be made via https://www.easychair.org/conferences/conf=ieeecimmay2015.
Guest Editors
Guang-Bin Huang, Nanyang Technological University, egbhuang@ntu.edu.sg
Erik Cambria, MIT Media Laboratory, USA, cambria@media.mit.edu
Kar-Ann Toh, Yonsei University, South Korea, katoh@yonsei.ac.kr
Bernard Widrow, Stanford University, USA, widrow@stanford.edu
Zongben Xu, Xi’an Jiaotong University, China, zbxu@mail.xjtu.edu.cn
Tuesday, May 27, 2014
Call for Papers: Symposium on "Intelligent Embedded Systems" (IES 2014)
Call for papers for the Symposium on "Intelligent Embedded Systems" (IES 2014) at IEEE Symposium Series in Computational Intelligence 2014 Orlando, Florida, December 9 -12, 2014
Web site: http://ies14-ssci.deib.polimi.it/
IMPORTANT DATES
Special Session Proposal: April 15, 2014
Paper submission: June 15, 2014
Author notifications: September 5, 2014
Camera-ready submission: October 5, 2014
Early registration: October 5, 2014
Conference Dates: December 9 - 12, 2014
Intelligent embedded systems, i.e., embedded processing systems with sensors, actuators and computational intelligence -based computing ability, permeate our daily life. This symposium aims at disseminating recent achievements in computational intelligence towards embedded systems highlighting intelligent behaviors.
This symposium aspires at building a bridge between academic and industrial research, as well as among researchers working in different fields, with the specific purpose of designing systems and embedded systems able to adapt and interact with evolving environments.
The symposium will be held within the IEEE Symposium Series in Computational Intelligence (Orlando, Florida, December 9 -12, 2014) http://ieee-ssci.org/
TOPICS
Papers must present original work or review the state-of-the-art in the following non-exhaustive list of topics:
- Intelligence for embedded systems
- Computational intelligence for cyber-physical systems
- Intelligent fault diagnosis systems
- Intelligent solutions for Internet of Things
- Intelligent sensor networks
- Intelligent sensors and robotics
- Intelligent measurement systems
- Adaptive solutions to operate in evolving/changing environments
- Intelligent systems for real-world applications
KEYWORDS
Embedded systems, fault-diagnosis systems, intelligent applications, intelligent sensors, intelligent sensor networks, Computational Intelligence, Internet of Things.
SYMPOSIUM ORGANIZERS
- Cesare Alippi (Politecnico di Milano, Dipartimento di Elettronica, Informazione e Bioingegneria, Italy) cesare.alippi@polimi.it
- Giacomo Boracchi (Politecnico di Milano, Dipartimento di Elettronica, Informazione e Bioingegneria, Italy) giacomo.boracchi@polimi.it
- Manuel Roveri (Politecnico di Milano, Dipartimento di Elettronica, Informazione e Bioingegneria, Italy) manuel.roveri@polimi.it
KEYNOTE SPEAKER
Jose C. Principe, Ph.D. Distinguished Professor ECE BellSouth Professor and Director Computational NeuroEngineering Lab, University of Florida.
TECHNICAL PROGRAMME COMMITTEE
- Nikola Kasabov (Auckland University of Technology, New Zealand)
- Huajin Tang (Agency for Science, Technology and Research, A*STAR, Singapore)
- Danil Prokhorov (Toyota Research Institute NA, Michigan, USA )
- Robert Kozma (University of Memphis, Tennessee, USA)
- Joe-Air Jiang (National Taiwan University, Taiwan)
- Rami Abielmona (University of Ottawa, Canada)
- HuanHuan Chen (University of Science & Technology of China, Hefei, China)
- Harris Papadopoulos (Frederick University, Cyprus)
- Leandro L. Minku (The University of Birmingham, UK)
- Maurizio Bocca (Politecnico di Milano, Italy)
- Daniele Caltabiano (STMicroelectronics, Milano, Italy)
Further information can be found at IES14 webpage http://ies14-ssci.deib.polimi.it/
Please make sure you select Intelligent Embedded Systems as Main Research topic during the submission process
Neural Networks, Volume 55, Pages 1-110, July 2014
Neuroscience
1. Detecting cells using non-negative matrix factorization on calcium imaging data
Pages: 11-19
Author(s): Ryuichi Maruyama, Kazuma Maeda, Hajime Moroda, Ichiro Kato, Masashi Inoue, Hiroyoshi Miyakawa, Toru Aonishi
Learning Systems
2. Discrete-time online learning control for a class of unknown nonaffine nonlinear systems using reinforcement learning
Pages: 30-41
Author(s): Xiong Yang, Derong Liu, Ding Wang, Qinglai Wei
3. Stochastic nonlinear time series forecasting using time-delay reservoir computers: Performance and universality
Pages: 59-71
Author(s): Lyudmila Grigoryeva, Julie Henriques, Laurent Larger, Juan-Pablo Ortega
4. A general soft label based Linear Discriminant Analysis for semi-supervised dimensionality reduction
Pages: 83-97
Author(s): Mingbo Zhao, Zhao Zhang, Tommy W.S. Chow, Bing Li
Mathematical and Computational Analysis
5. Exponential synchronization of delayed memristor-based chaotic neural networks via periodically intermittent control
Pages: 1-10
Author(s): Guodong Zhang, Yi Shen
6. A collective neurodynamic optimization approach to bound-constrained nonconvex optimization
Pages: 20-29
Author(s): Zheng Yan, Jun Wang, Guocheng Li
7. Stability analysis of fractional-order Hopfield neural networks with time delays
Pages: 98-109
Author(s): Hu Wang, Yongguang Yu, Guoguang Wen
Engineering and Applications
8. Towards limb position invariant myoelectric pattern recognition using time-dependent spectral features
Pages: 42-58
Author(s): Rami N. Khushaba, Maen Takruri, Jaime Valls Miro, Sarath Kodagoda
9. Model, analysis, and evaluation of the effects of analog VLSI arithmetic on linear subspace-based image recognition
Pages: 72-82
Author(s): Gonzalo Carvajal, Miguel Figueroa
Monday, May 26, 2014
Neural networks new articles 19-25 May, 2014
1. Comparing fixed and variable-width gaussian networks
Author(s): Věra Kůrková, Paul C. Kainen
Wednesday, May 21, 2014
IEEE Transactions on Neural Networks and Learning Systems: Volume 25, Issue 6, June 2014
Author(s): Alippi, C. ; Roveri, M. ; Trova, F.
Pages: 1021-1032
2. A Simple Scheme for Formation Control Based on Weighted Behavior Learning
Author(s): Lin, J. ; Hwang, K. ; Wang, Y.
Pages: 1033-1044
3. New Criteria for Global Robust Stability of Delayed Neural Networks With Norm-Bounded Uncertainties
Author(s): Arik, S.
Pages: 1045-1052
4. A Nonlinear Semantic-Preserving Projection Approach to Visualize Multivariate Periodical Time Series
Author(s): Blanchart, P. ; Depecker, M.
Pages: 1053-1070
5. Local Coordinate Concept Factorization for Image Representation
Author(s): Liu, H. ; Yang, Z. ; Yang, J. ; Wu, Z. ; Li, X.
Pages: 1071-1082
6. Global and Local Structure Preservation for Feature Selection
Author(s): Liu, X. ; Wang, L. ; Zhang, J. ; Yin, J. ; Liu, H.
Pages: 1083-1095
7. A Load-Balancing Self-Organizing Incremental Neural Network
Author(s): Zhang, H. ; Xiao, X. ; Hasegawa, O.
Pages: 1096-1105
8. Optimal Switching and Control of Nonlinear Switching Systems Using Approximate Dynamic Programming
Author(s): Heydari, A. ; Balakrishnan, S.N.
Pages: 1106-1117
9. Nonconvex Regularizations for Feature Selection in Ranking With Sparse SVM
Author(s): Laporte, L. ; Flamary, R. ; Canu, S. ; Dejean, S. ; Mothe, J.
Pages: 1118-1130
10. Multiset Canonical Correlations Using Globality Preserving Projections With Applications to Feature Extraction and Recognition
Author(s): Yuan, Y. ; Sun, Q.
Pages: 1131-1146
11. Efficient Exploratory Learning of Inverse Kinematics on a Bionic Elephant Trunk
Author(s): Rolf, M. ; Steil, J.J.
Pages: 1147-1160
12. Novel LMI-Based Condition on Global Asymptotic Stability for a Class of Cohen–Grossberg BAM Networks With Extended Activation Functions
Author(s): Zhang, Z. ; Cao, J. ; Zhou, D.
Pages: 1161-1172
13. Semisupervised Classification Through the Bag-of-Paths Group Betweenness
Author(s): Lebichot, B. ; Kivimaki, I. ; Francoisse, K. ; Saerens, M.
Pages: 1173-1186
14. Rapid Oscillation Fault Detection and Isolation for Distributed Systems via Deterministic Learning
Author(s): Chen, T. ; Wang, C. ; Hill, D.J.
Pages: 1187-1199
15. Gaussian Classifier-Based Evolutionary Strategy for Multimodal Optimization
Author(s): Dong, W. ; Zhou, M.
Pages: 1200-1216
16. Adaptive Consensus Control for a Class of Nonlinear Multiagent Time-Delay Systems Using Neural Networks
Author(s): Chen, C.L.P. ; Wen, G. ; Liu, Y. ; Wang, F.
Pages: 1217-1127
Tuesday, May 20, 2014
Paper submission deadline: IJCNN 2015
Monday, May 19, 2014
Neural Networks new articles 12-18 May, 2014
Author(s): Yasuyuki Inoue, Yutaka Sakaguchi
2. Immediate return preference emerged from a synaptic learning rule for return maximization
Author(s): Yoshiya Yamaguchi, Takeshi Aihara, Yutaka Sakai
3. Periodicity and dissipativity for memristor-based mixed time-varying delayed neural networks via differential inclusions
Author(s): Lian Duan, Lihong Huang
4. Discrete particle swarm optimization for identifying community structures in signed social networks
Author(s): Qing Cai, Maoguo Gong, Bo Shen, Lijia Ma, Licheng Jiao
5. Noise model based image -support vector regression with its application to short-term wind speed forecasting
Author(s): Qinghua Hu, Shiguang Zhang, Zongxia Xie, Jusheng Mi, Jie Wan
6. Grid topologies for the self-organizing map
Author(s): Ezequiel López-Rubio, Antonio Díaz Ramos
Friday, May 16, 2014
Reminder: paper submission deadline for IEEE CISDA 2014
Thursday, May 15, 2014
Reminder: paper submission deadline for IEEE SSCI 2014
Wednesday, May 14, 2014
Reminder: conference paper deadline for ICAPR 2015
Monday, May 12, 2014
Neural Networks new articles 5 - 11 May, 2014
Author(s): Kunpeng Zhang, Yusheng Xie, Yi Yang, Aaron Sun, Hengchang Liu, Alok Choudhary
Wednesday, May 7, 2014
Neural Networks new articles 29 April - 5 May
Author(s): Binbin Pan, Jianhuang Lai, Lixin Shen
2. Synaptic dynamics: Linear model and adaptation algorithm
Author(s): Ali Yousefi, Alireza A. Dibazar, Theodore W. Berger
Monday, May 5, 2014
Call for Papers: IEEE SSCI 2014
We hope you could participate this exciting event, and look forward to seeing you in Orlando in December 2014!
Important dates
Paper submission: June 15, 2014Notification to authors: September 5, 2014
Final submission: October 5, 2014
Early registration: October 5, 2014
Website: www.ieee-ssci.org
For paper submissions, please go to the conference website: www.ieee-ssci.org and click the "Paper Submission" from the left panel, or directly go to the paper submission link at: ieee-cis.org/conferences/
IEEE SSCI 2014 features the following Symposia:
- ADPRL'14: IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning, Huaguang Zhang, China, Jagannathan Sarangapani, USA, Lucian Busoniu, Romania.
- CCMB'14: IEEE Symposium on Computational Intelligence, Cognitive Algorithms, Mind, and Brain, Leonid Perlovsky, USA, Jose F Fontanari, Brazil, Angelo Cangelosi, UK, Daniel Levine, USA, Robert Kozma, USA
- CIASG'14: IEEE Symposium on Computational Intelligence Applications in Smart Grid, G. Kumar Venayagamoorthy, USA, Jung-Wook Park, Korea.
- CIBCI'14: IEEE Symposium on Computational Intelligence in Brain Computer Interfaces, Damien Coyle, UK, Robert Kozma, USA, Kai Keng Ang, Singapore.
- CIBD'14: IEEE Symposium on Computational Intelligence in Big Data, Yaochu Jin, UK, Yonghong Peng, UK, Nitesh Chawla, USA, Marios Polycarpou, Cyprus.
- CIBIM'14: IEEE Symposium on Computational Intelligence in Biometrics and Identity Management, Qinghan Xiao, Canada, David Zhang, China, Fabio Scotti, Italy
- CICA'14, IEEE Symposium on Computational Intelligence in Control and Automation, Xiao-Jun Zeng, UK.
- CICARE'14, IEEE Symposium on Computational Intelligence in healthcare and e-health, Amir Hussain, UK, Jonathan Wu, Canada.
- CIComms'14, IEEE Symposium on Computational Intelligence for Communication Systems and Networks, Sergey Andreev, Finland, Raymond Carroll, Ireland, Maode Ma, Singapore, Paolo Rocca, Italy.
- CICS'14, IEEE Symposium on Computational Intelligence in Cyber Security, Dipankar Dasgupta, USA
- CIDM'14, IEEE Symposium on Computational Intelligence and Data Mining, Zhi-Hua Zhou, China, Barbara Hammer, Germany, Carlotta Domeniconi, USA.
- CIDUE'14, IEEE Symposium on Computational Intelligence in Dynamic and Uncertain Environments, Yaochu Jin, UK, Robi Polikar, USA, Shengxiang Yang, UK
- CIEL'14, IEEE Symposium on Computational Intelligence in Ensemble Learning, Nikhil R. Pal, India, P. N. Suganthan, Singapore, Xin Yao, UK, Wenjia Wang, UK.
- CIES'14, IEEE Symposium on Computational Intelligence for Engineering Solutions, Michael Beer, UK, Rudolf Kruse, Germany, Vladik Kreinovich, USA.
- CIHLI'14, IEEE Symposium on Computational Intelligence for Human-like Intelligence, Jacek Mandziuk, Poland, Wlodzislaw Duch, Poland, Janusz A. Starzyk, USA.
- CIMSIVP'14, IEEE Symposium on Computational Intelligence for Multimedia, Signal and Vision Processing, Khan M Iftekharuddin, USA, Salim Bouzerdoum,Australia.
- CIPLS'14, IEEE Symposium on Computational Intelligence in Production and Logistics Systems, Bülent Çatay, Turkey, Raymond Chiong, Australia, Patrick Siarry, France.
- CIVTS'14, IEEE Symposium on Computational Intelligence in Vehicles and Transportation Systems, Dipti Srinivasan, Singapore, Justin Dauwels, Singapore, Ana Bazzan, Brazil
- EALS'14, IEEE Symposium on Evolving and Autonomous Learning Systems, Plamen Angelov, U.K., Dimitar Filev, USA, Nikola Kasabov, New Zealand.
- FOCI'14, IEEE Symposium on Foundations of Computational Intelligence, Manuel Ojeda-Aciego, Spain, Leonardo Franco, Spain, Carlos Cotta, Spain.
- IA'14, IEEE Symposium on Intelligent Agents, Hani Hagras, UK, Vincenzo Loia, Italy.
- IES'14, IEEE Symposium on Intelligent Embedded Systems, Cesare Alippi, Italy, Giacomo Boracchi, Italy, Manuel Roveri, Italy.
- ICES'14, IEEE International Conference on Evolvable Systems, Andrew Tyrrell, UK, Martin Trefzer, UK.
- ISIC'14, IEEE International Symposium on Independent Computing, Robert Kozma, USA, Qingfu Zhao, Japan, Cheng-Hsiung Hsieh, Taiwan, Neil Y. Yen, Japan.
- CIR2AT'14, IEEE Symposium on Computational Intelligence in Robotic Rehabilitation and Assistive Technologies, Gui DeSouza, USA, James Patton, USA, Georgios Kouroupetroglou, Greece
- MC'14, IEEE Workshop on Memetic Computing, Giovanni Iacca, Netherlands, Fabio Caraffini, UK, Ferrante Neri, UK
- MCDM'14, IEEE Symposium on Computational Intelligence in Multicriteria Decision-Making, Yaochu Jin, UK, Piero Bonissone, USA, Juergen Branke, UK
- RiiSS'14, IEEE Symposium on Robotic Intelligence in Informationally Structured Space, Janos Botzheim, Japan, Chu Kiong Loo, Malaysia.
- SDE'14, IEEE Symposium on Differential Evolution, Janez Brest, Slovenia, Swagatam Das, India, Ferrante Neri, UK
- SIS'14, IEEE Symposium on Swarm Intelligence, Yuhui Shi, China, P. N. Suganthan, Singapore.
General Chair: Haibo He, USA
General Program Chair: Cesare Alippi, Italy
Tuesday, April 29, 2014
Neural Networks new articles 21-27 April 2014
Author(s): Mathieu N. Galtier, Camille Marini, Gilles Wainrib, Herbert Jaeger
Monday, April 28, 2014
Conference submission deadline: SEAL 2014
Friday, April 25, 2014
IEEE Transactions on Neural Networks and Learning Systems: Volume 25, Issue 5, May 2014
Author(s): Benoit Frenay and Michel Verleysen
Pages: 845 - 869
2. Efficient Algorithms for Exact Inference in Sequence Labeling SVMs
Author(s): Alexander Bauer; Nico Gornitz; Franziska Biegler; Klaus-Robert Muller; Marius Kloft
Pages: 870 - 881
3. Robust Adaptive Dynamic Programming and Feedback Stabilization of Nonlinear Systems
Author(s): Yu Jiang; Zhong-Ping Jiang
Pages: 882 - 893
4. A Spiking Self-Organizing Map Combining STDP, Oscillations, and Continuous Learning
Author(s): Timothy Rumbell; Susan L. Denham; Thomas Wennekers
Pages: 894 - 907
5. An Online Outlier Identification and Removal Scheme for Improving Fault Detection Performance
Author(s): Hasan Ferdowsi; Sarangapani Jagannathan; Maciej Zawodniok
Pages: 908 - 919
6. Fidelity-Based Probabilistic Q-Learning for Control of Quantum Systems
Author(s): Chunlin Chen; Daoyi Dong; Han-Xiong Li; Jian Chu; Tzyh-Jong Tarn
Pages: 920 - 933
7. On the Impact of Approximate Computation in an Analog DeSTIN Architecture
Author(s): Steven Young; Junjie Lu; Jeremy Holleman; Itamar Arel
Pages: 934 - 946
8. Adaptive Neural Tracking Control for a Class of Nonstrict-Feedback Stochastic Nonlinear Systems With Unknown Backlash-Like Hysteresis
Author(s): Huanqing Wang; Bing Chen; Kefu Liu; Xiaoping Liu; Chong Lin
Pages: 947 - 958
9. Simplified Interval Type-2 Fuzzy Neural Networks
Author(s): Yang-Yin Lin; Shih-Hui Liao; Jyh-Yeong Chang; Chin-Teng Lin
Pages: 959 - 969
10. Modeling of Batch Processes Using Explicitly Time-Dependent Artificial Neural Networks
Author(s): Botla Ganesh; Vadlagattu Varun Kumar; Kalipatnapu Yamuna Rani
Pages: 970 - 979
11. Storing Sparse Messages in Networks of Neural Cliques
Author(s): Behrooz Kamary Aliabadi; Claude Berrou; Vincent Gripon; Xiaoran Jiang
Pages: 980 - 989
12. Incipient Interturn Fault Diagnosis in Induction Machines Using an Analytic Wavelet-Based Optimized Bayesian Inference
Author(s): Jeevanand Seshadrinath; Bhim Singh; Bijaya Ketan Panigrahi
Pages: 990 - 1001
13. A Scalable Stagewise Approach to Large-Margin Multiclass Loss-Based Boosting
Author(s): Sakrapee Paisitkriangkrai; Chunhua Shen; Anton van den Hengel
Pages: 1002 - 1013
14. Data-Driven MFAC for a Class of Discrete-Time Nonlinear Systems With RBFNN
Author(s): Yuanming Zhu; Zhongsheng Hou
Pages: 1013 - 1020
Thursday, April 24, 2014
Conference paper deadline: ICAPR 2015
Wednesday, April 23, 2014
Neural Networks Volume 54, Pages 1-122, June 2014
Neural Networks Letters
1. Interaction of feedforward and feedback streams in visual cortex in a firing-rate model of columnar computationsAuthor(s): Tobias Brosch, Heiko Neumann
Pages: 11-16
Learning Systems
2. Learning invariant object recognition from temporal correlation in a hierarchical networkAuthor(s): Markus Lessmann, Rolf P. Würtz
Pages: 70-84
3. Growing Neural Gas approach for obtaining homogeneous maps by restricting the insertion of new nodes
Author(s): Yuri Quintana-Pacheco, Daniel Ruiz-Fernández, Agustín Magrans-Rico
Pages: 95-102
Mathematical and Computational Analysis
4. An improved robust stability result for uncertain neural networks with multiple time delaysAuthor(s): Sabri Arik
Pages: 1-10
5. Solving the linear interval tolerance problem for weight initialization of neural networks
Author(s): S.P. Adam, D.A. Karras, G.D. Magoulas, M.N. Vrahatis
Pages: 17-37
6. Necessary and sufficient condition for multistability of neural networks evolving on a closed hypercube
Author(s): Mauro Di Marco, Mauro Forti, Massimo Grazzini, Luca Pancioni
Pages: 38-48
7. Stable locality sensitive discriminant analysis for image recognition
Author(s): Quanxue Gao, Jingjing Liu, Kai Cui, Hailin Zhang, Xiaogang Wang
Pages: 49-56
8. Global asymptotic stability analysis for delayed neural networks using a matrix-based quadratic convex approach
Author(s): Xian-Ming Zhang, Qing-Long Han
Pages: 57-69
9. Impulsive synchronization schemes of stochastic complex networks with switching topology: Average time approach
Author(s): Chaojie Li, Wenwu Yu, Tingwen Huang
Pages: 85-94
10. New criterion of asymptotic stability for delay systems with time-varying structures and delays
Author(s): Bo Liu, Wenlian Lu, Tianping Chen
Pages: 103-111
11. A systematic method for analyzing robust stability of interval neural networks with time-delays based on stability criteria
Author(s): Zhenyuan Guo, Jun Wang, Zheng Yan
Pages: 112-122
Tuesday, April 22, 2014
Neural Networks new articles 15 April - 21 April
Author(s): Hu Wang, Yongguang Yu, Guoguang Wen
2. A general soft label based linear discriminant analysis for semi-supervised dimensionality reduction
Author(s): Mingbo Zhao, Zhao Zhang, Tommy W.S. Chow, Bing Li