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Computational Intelligence: Foundations And Applications - Proceedings Of The 9th International Flins Conference [Hardback]

Edited by (Tsinghua Univ, China), Edited by (Southwest Jiaotong Univ, China), Edited by (Southwest Jiaotong Univ, China), Edited by (Ghent Univ, Belgium), Edited by (Belgian Nuclear Research Centre (Sck.cen) & Ghent Univ, Belgium)
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FLINS, originally an acronym for Fuzzy Logic and Intelligent Technologies in Nuclear Science, is now extended to Computational Intelligence for applied research. The contributions to the ninth in the series of FLINS conferences cover state-of-the-art research, development, and technology for computational intelligence systems — both from foundations and applications points-of-view.
Foreword v
D. Ruan
Invited Lectures 1(40)
Realization of Ageing-Friendly Smart Home System with Computational Intelligence
3(7)
Z.Z. Bien
S.W. Lee
Management of Subjective Information and Fuzziness
10(7)
B. Bouchon-Meunier
Modeling with Words and Its Applications
17(12)
V. Novak
Fuzzy Transform as a New Paradigm in Fuzzy Modeling
29(12)
I. Perfilieva
PART 1 FOUNDATIONS OF COMPUTATIONAL INTELLIGENCE
41(172)
Kronecker-Capelli Theorem in Semilinear Spaces
43(9)
I. Perfilieva
J. Kupka
α-Cuts and Models of Fuzzy Logic
52(6)
J. Mockor
Medium Logic and the Crises of Mathematic and Physics
58(8)
W. Zhu
N. Gong
G. Du
X. Xiao
α-Generalized Resolution Principle Based on Lattice-Valued Propositional Logic LP (X)
66(6)
Y. Xu
W. Xu
X. Zhong
X. He
An Axiomatizable Lattice-Ordered Linguistic Truth-Valued Logic
72(7)
J. Liu
Y. Xu
D. Ruan
On (ε, ε VQ)-Fuzzy Filters of Residuated Lattices
79(6)
Y. Zhu
Y. Liu
Y. Xu
(ε, ε VQ)- Fuzzy K-Ideal in Semiring
85(8)
T. Liu
Z. Mo
Equivalent Conditions on Filters of Lattice Implication Algebras
93(6)
Y. Liu
Y. Xu
X. Qin
Y. Qin
J. Zhang
α-Resolution Fields of Generalized Literals of Lattice-Valued Logic Ln×2 P(X)
99(6)
J. Zhang
Y. Xu
Y. Liu
X. Qin
L-Tautology Theory in Lattice-Valued Propositional Logic
105(6)
X. Pan
K. Xu
K. Qin
Y. Xu
A General L-Fuzzy Rough Set Based on IMTL-Algebra
111(6)
Z. Wu
X. He
The Ideal'S Radical in Lattice Implication Algebras
117(7)
H. Zhu
S. Chen
J. Zhao
The Lattice Properties of the Solution Set of Fuzzy Relational Equations
124(6)
X. Qu
X. Wang
Q. Xiong
Some Properties of Inifinite Fuzzy Relational Equations A X = B in A Lattice [ 0, 1]
130(6)
Q. Xiong
X. Wang
Cartesian Product of Fuzzy Left K-Ideal
136(8)
T. Liu
Z. Mo
The Relation of Opposition between Potential Infinity and Actual Infinity
144(6)
W. Zhu
G. Du
N. Gong
Fuzzy LI-Ideals of the Lattice Implication Product Algebra L1 X L2
150(6)
X. Long
H. Zhu
An Algorithm for Finding K-Indecomposable Extremely Simple Forms in L6P(X)
156(6)
X. He
Y. Xu
Y. Li
J. Zhang
Structure of Non-Subregular 3-IESF in Lattice-Valued Propositional Logic LnP(X)
162(6)
X. Zhong
Y. Xu
Two Classes of Logarithmically Completely Monotonic Functions Associated with the Gamma Function
168(6)
C. Chen
G. Wang
H. Zhu
α-Resolution of Generalized Literals for Lattice-Valued Propositional Logic LnP(X)
174(6)
W. Xu
Y. Xu
Linguistic Truth-Valued Intuitionistic Fuzzy Algebra
180(6)
L. Zou
K. Zou
X. He
Y. Xu
Elementary Infinity---the Third Type of Infinity besides Potential Infinity and Actual Infinity
186(4)
W. Zhu
N. Gong
G. Du
Splitting Computation of Logic Program
190(8)
B. Yang
Y. Zhang
M. Zhang
M. Wu
Intuitive Implication Predicate Logic System
198(6)
G. Du
X. Chen
H. Wang
On Fixed Point of Multi-Valued Mixed Operators in Banach Spaces
204(9)
X. Hu
R. Peng
Z. Li
PART 2 FUZZY MODELING AND DECISION MAKING
213(284)
Fuzzy Estimation of Process Accuracy Index
215(7)
C. Kahraman
I. Kaya
Towards Fuzzy Interpolation with "At Least-At Most" Fuzzy Rule Bases
222(7)
M. Stepnicka
An Integration of Fuzzy Analytic Network Process and Fuzzy Decision Making for Mass Customization Strategies
229(7)
G. Buyukozkan
G. Cifci
D. Ruan
Fuzzy Geometric Programming by T-Norm and T-Conorm Fuzzy Relations
236(7)
E. Bas
Fuzzy Gaussian Naive Bayes Applied to Online Assessment in Virtual Reality Simulators
243(6)
R.M. De Moraes
L.D.S. Machado
Relaxed Discrete F-Transform and Its Application to the Time Series Analysis
249(7)
I. Perfilieva
N. Yarushkina
T. Afanasieva
Probabilistic Safety Assessment in Nuclear Power Plants by Fuzzy Numbers
256(7)
J.H. Purba
J. Lu
D. Ruan
G. Zhang
Self-Organization and Emergent Behaviour: Distributed Fuzzy Decision Making Through Phase Synchronization
263(6)
A.J. Van der Wal
Extending Representative Information Extraction Based on Fuzzy Classification
269(7)
J. Zhang
Q. Wei
G. Chen
A Multiobjective Metaheuristic with a Fuzzy Logic Controller for Solving a Scheduling Problem
276(6)
X. Li
F. Yalaoui
L. Amodeo
H. Chehade
A Combined Method to Deal with Uncertain Data in Fuzzy K-Nearest Neighbor Classifier
282(6)
J. Cheng
L. Yan
C. Zhang
Z. Pei
Stability Analysis for T-S Fuzzy Delayed Switched Systems with Time-Varying Perturbation
288(6)
X. Ding
L. Shu
Dual Fuzzy Neural Network Adaptive Control on Learning as Automation of Knowledge Acquisition
294(6)
K. Xu
M. Wei
X. Pan
K. Qin
Non-Symmetric Membership Function for Fuzzy-Based Visual Servoing Onboard a UAV
300(8)
M.A. Olivares-Mendez
P. Campoy
C. Martinez
I.F. Mondragon B.
Design of a Fuzzy Inference System for Automatic DFS & BFS Algorithm Learning Assessment
308(6)
M.G. Sanchez-Torrubia
C. Torres-Blanc
S. Cubillo
A Fuzzy-Logic Based Group Decision-Making Approach in Quality Function Deployment
314(7)
G. Buyukozkan
O. Feyzioglu
G. Cifci
A New Incomplete Fuzzy Preference Relations Based Approach in Quality Function Deployment
321(7)
G. Buyukozkan
G. Cifci
Fuzzy Control Approach of a Binary Distillation Column
328(7)
A.T. Odin
M. Santos
Fuzzy Decision Tree in a Homeland Security Application
335(7)
M.C. Garcia-Alegre
J. Rivas
D. Martin
Fuzzy Investment Decision Making Using Mellin Transform
342(6)
I. Ucal
C. Kahraman
A Fuzzy Multi-Attribute Method for the Evaluation of WEEE Management Scenarios
348(7)
C. Ucuncuoglu
H.Z. Ulukan
Chinese Word Proofing for Special Domain Using Fuzzy Mapping Aggregation Rules
355(6)
X. Qiu
Y. Wang
H. Wang
An Evaluation Model of University for Nationalities' Development Planning Based on Multi-Stage Fuzzy Relations
361(6)
D. Chen
X. Liu
Fuzzy Logic Inference for Predicting Aero-Engine Bearing Grade-Life
367(7)
J. Hong
L. Han
X. Miao
Y. Ma
Surface Water Environment Fuzzy Comprehensive Evaluation Based on Improved Spa
374(7)
Z. Zheng
M. Wei
L. Qiu
Failure Detection in Induction Motors
381(6)
F.J. Garcia
A Fuzzy Logic Method for Vehicle Assignment Problem
387(5)
Z. Wang
L. Lu
A Fuzzy Multi-Criteria Decision Analysis of Location Factors for International Investments
392(7)
U. Asan
A. Soyer
Continuity of Fuzzy Similarity Inference Method
399(7)
D. Wang
W. Song
L. Zou
Z. Pei
A Linear Programming Approach to Generating Priority Weights from Additive Interval Fuzzy Preference Relation
406(7)
J. Lan
J. Wang
H. Zeng
An Assessment Model of Living Environment Based on Fuzzy Relations
413(6)
B. Luo
Fuzzy Comprehensive Evaluation-Based Multi-Criteria Grassland Fire Disaster Evaluation in Northern China
419(7)
X. Liu
J. Zhang
Z. Tong
Consensus on Evolutionary Optimized Networks
426(6)
A. Namatame
M. Xie
A New Fuzzy Electre Approach with an Alternative Fuzzy Ranking Method
432(6)
A.C. Tolga
C. Kahraman
Fuzzy Multiple Criteria Sustainability Assessment in Forest Management Based on an Integrated AHP-Topsis Methodology
438(7)
P. Dursun
T. Kaya
Analysis of Single-Period Inventory Models with Discrete Demand under Fuzzy Environment
445(6)
H. Behret
C. Kahraman
Selection of the Development Strategy by Using AHP and ANP Processes Under Fuzzy Environment
451(7)
N.C. Demirel
G.N. Yucenur
A Hybrid Fuzzy Approach for Evaluating Organizational Structures Based on Environmental Dimensions
458(7)
M.S. Kilinc
A.C. Kutlu
Multi-Criteria Solar Energy Plant Location Selection using Fuzzy ANP
465(6)
T. Demirel
Z. Vural
An ANP & Fuzzy Integral Hybrid Model for Multi-Criteria Group Decision Making: An Application to Knowledge Management
471(7)
T. Gurbuz
Y.E. Albayrak
Fuzzy Multicriteria Selection of Science Parks for Start-up Companies
478(6)
A. Ustundag
M.S. Kilinc
S. Yanik
Examination of an Organization's Strategic Framework: A Fuzzy Analytic Network Model
484(6)
A. Soyer
U. Asan
Clothing Recommendation Based on Fuzzy Mathematics
490(7)
H. Lu
Y. Chen
PART 3 KNOWLEDGE PRESENTATION AND LEARNING
497(132)
A Comparison among Symbolic Computational Models in Linguistic Decision Making
499(6)
R.M. Rodriguez
L. Martinez
Bilattice-Based Aggregation Operators for Gradual Trust and Distrust
505(6)
P. Victor
C. Cornelis
M. De Cock
E. Herrera-Viedma
Logical Aggregation - Why and How
511(6)
D.G. Rodojevic
Ranking and Perceptron Learning
517(6)
B.J. Falkowski
Formal Specification and Implementation of Computational Aggregation Functions
523(6)
V. Lopez
J. Montero
J.T. Rodriguez
A Belief Linguistic Rule Based Inference Methodology for Handling Decision Making Problem in Qualitative Nature
529(6)
A. Calzada
J. Liu
R.M. Rodriguez
L. Martinez
Lattice Implication Algebras Based on Soft Set Theory
535(6)
X. Ma
J. Zhang
Y. Xu
Adaptive Decision Making by Reasoning Based on Relevant Logics
541(6)
J. Cheng
On the Quasi-Similarity Degree between First-Order Formulae
547(6)
X. Qin
Y. Liu
Y. Xu
J. Zhang
Logical Aggregation in Portfolio Matrix Analysis
553(6)
V. Dobric
A. Rakicevic
D. Radojevic
A Method for Multiple Attribute Group Decision Making Based on Linguistic-Valued Aggregation Operators
559(6)
X. Li
Y. Xu
X. Qiu
The Properties of WOWA Operators
565(6)
Y. Qin
Z. Pei
Notes of MMTD for Processing Fuzzy Phenomenon (I): Essentials
571(7)
L. Hong
X. Xiao
W. Zhu
Notes of MMTD for Processing Fuzzy Phenomenon (II): Vague Degree and Medium Entropy
578(7)
L. Hong
X. Xiao
W. Zhu
Logical Aggregation as Similarity Measure in Case-Based Reasoning
585(6)
A. Poledica
V. Bogojevic-Arsic
B. Petrovic
Reasoning about Bargaining Situations of Wholesalers and Manufactures
591(6)
W. Wang
N. Gong
Z. Zhang
Linguistic Group Decision Making Based on LGOWA Operator
597(6)
Z. Pei
Y. Xu
L. Yi
Selection of Equity Securities with Logical Aggregation
603(7)
A. Rakicevic
V. Dobric
D. Radojevic
Towards a Unification of Some Linguistic Representation Models: A Vectorial Approach
610(6)
I. Truck
J. Malenfant
Supply Chain Performance Measurement Using Logical Aggregation
616(6)
V. Dobric
A. Poledica
B. Petrovic
Logical Aggregation for Strategic Management
622(7)
A. Rakicevic
B. Petrovic
I. Dragovic
PART 4 DATA ANALYSIS AND DATA MINING
629(160)
A Bayesian Belief Network Modeling of Customer Behavior on Apparel Coordination for Fashion Retailing Business
631(7)
X. Zeng
Y. Ding
S. Shao
A Mobile Decision Support System Based on Dynamic Choice of Alternatives
638(6)
I.J. Perez
E. Herrera-Viedma
F.J. Cabrerizo
S. Alonso
Reinforcement Learning vs. A in A Role Playing Game Benchmark Scenario
644(7)
C.M. Alvarez-Ramos
M. Santos
V. Lopez
Consensus Measures for Symbolic Data
651(8)
J.M. Garcia-Santesmases
C. Franco
J. Montero
A Combined Measure for Representativeness on Information Retrieval in Web Search
659(7)
B. Ma
Q. Wei
G. Chen
A Parameter Reduction Approach of Soft Sets Based on Information Entropy
666(6)
K. Qin
Z. Hong
X. Pan
Algorithms and Algorithm Analysis of Logical or Operation of Variable Precision Lower Approximation Operator and Grade Upper Approximation Operator
672(6)
X. Zhang
Z. Mo
F. Xiong
A Topological Method to Simplify the Reduction with Covering Rough Sets
678(6)
T. Yang
Q. Li
B. Zhou
An Improved Kernel ISOMAP Algorithm with Application to Image Retrieval
684(6)
H. Wang
A. Liu
Q. Cheng
Y. Feng
An Improved Cop-Kmeans Algorithm for Solving Constraint Violation
690(7)
W. Tan
Y. Yang
T. Li
HCUBE: A Hierarchical Clustering Algorithm Using Blockmodeling in Web Social Networks
697(6)
S. Qiao
T. Li
H. Li
H. Chen
J. Peng
J. Qiu
Detection User's Long-Term Interest Based on Ebbinghaus Forgetting Carve
703(7)
N. Luo
F. Yuan
On Rough and Accurate Measures for Rough Functional Dependencies
710(6)
Q. An
Identifying Rules Mining for Operation Modes of Transportation Enterprises Based on Rough Set Theory
716(6)
C. Zeng
W. Yang
X. Qiu
An Probabilistic Rough Set Approach for Incremental Learning Knowledge on the Change of Attributes
722(6)
D. Liu
J. Zhang
T. Li
An Incremental Approach for Updating Approximations in Dominance-Based Rough Sets
728(6)
S. Li
T. Li
H. Chen
X. Ji
Dynamic Maintenance of Approximations in the Variable Precision Limited Tolerance Relation Based Rough Sets
734(6)
H. Chen
T. Li
S. Qiao
C. Hu
A Novel Method for Selecting Optimal Classes and Optimal Samples
740(6)
M. Kong
Z. Pei
R. Chang
B. Luo
A New Search Engine Model Based on Medium Logic
746(6)
M. Xu
C. Fan
J. Song
The SOM Method with Tunable Kernel Function
752(6)
N. Gong
T. Chen
W. Zhu
Rough Set Based Feature Selection for Classification of High Spatial Resolution Remote Sensing Imagery
758(6)
Z. Wu
Y. Xiang
L. Yi
G. Zhang
An Approach for Selection of the Proper Level of Granularity in Granular Computing
764(6)
J. Zhang
T. Li
M.Z.U. Rehman
S. Li
Cluster-Tree Based Multi-Sensors Data Aggregation for Wireless Sensor Network Using R-Tree
770(6)
W. Sun
J. Gao
An Incremental Updating Method for Approximations in Incomplete Ordered Decision System
776(6)
H. Chen
T. Li
C. Muhire
X. Ji
Cigarette Sensory Evaluation Classifier Prediction Control Algorithm
782(7)
N. Yang
R. Gong
S. Shi
PART 5 INTELLIGENCE INFORMATION PROCESSING
789(368)
A Constrained Optimization Problem under Uncertainty
791(6)
E. Quaeghebeur
K. Shariatmadar
G. De Cooman
Analyzing Environmental Samples in Nuclear Safeguards Evaluation by a Cumulative Belief Degrees Approach
797(9)
O. Kabak
D. Ruan
Determining the Best Design via Entropy of Design Matrix
806(7)
C. Kahraman
S. Cebi
A Covert Channel in RTP Protocol
813(7)
C. Forbes
B. Yuan
D. Johnson
P. Lutz
An Iterative Decision Support System for Managing Fire Emergencies
820(6)
A. Iglesias
M.D. Del Castillo
J.I. Serrano
J. Oliva
Computation of Transition Paths towards Sustainable Energy Systems by Means of Fuzzy Optimization
826(6)
K. Weber
D. Martinsen
A Multi-Criteria Group Decision Algorithm for Policy Analysis
832(6)
Y. Shi
B. Van Gasse
D. Ruan
E. Kerre
Subjective Logic-Based Framework for the Evaluation of Web Services' Security
838(6)
K. Juszczyszyn
Architecture for Security Level Evaluation in Service-Based Systems
844(7)
G. Kolaczek
Learning to Grow Optimally
851(8)
L.L. Cellarier
Intelligent Assessment Based on Beta Regression for Realistic Training on Simulators
859(6)
R.M. Moraes
A.V. Rocha
L.S. Machado
Mathematical Modeling of HIV/AIDS Transmission and Its Analysis
865(6)
Y. Xu
W. Xu
J. Yang
Application of Rescaled Range (R/S) Analysis in Predictions for Future Trend of Water Resources
871(6)
L. Feng
J. Zheng
Vision Based Position Detection System of Used Oil Filter Using Linear Laser
877(5)
X. Xiong
W. Hui
C.H. Choi
B. J. Choi
The Relation between the Number Restriction and the Value Restriction on Fragments of ALCN
882(5)
F. Cao
W. Zhang
X. Zhang
J. Zhang
Uncertainty Aversion under Distorted Probability
887(6)
H. Wang
S. Li
F. Yan
Complete Synchronization and Anti-Synchronization Coexist in 4D Systems
893(6)
Y. Lan
B. Zhou
T. Yang
BP Neural Networks Structure Optimization Based on Improved LMBP Algorithm
899(6)
Y. Li
H. Qian
H. Yate
Markov Chains Genetic Algorithms for Airport Scheduling
905(6)
C. Chen
G. Wang
K.Y. Szeto
Fault Diagnosis of Bearing Using PSO with Differential Operator and Neural Network
911(6)
B. Liu
H. Pan
Researches on the Decision-Making Algorithm in a SOA Migration Model
917(6)
Z. Zhang
D. Zhou
H. Yang
S. Zhong
A DEA-Based Malmquist Productivity Index Approach in Assessing Road Safety Performance
923(6)
Y. Shen
E. Hermans
D. Ruan
K. Vanhoof
T. Brijs
G. Wets
Image Medium Edge Detection Method and Its Application to Vehicle License Location
929(8)
N. Zhou
X. Huang
Evaluation of Renewable Energy Alternatives Using Macbeth Multicriteria Method
937(7)
T. Ertay
C. Kahraman
An Immune TSTS Model-Based Co-Evolutionary Algorithm for Predictive Control
944(6)
X. Zhang
Y. Ding
Adaptive Demodulation of Chaotic Communication System with Nonlinear Normalized LMS Algorithm
950(6)
X. Zhang
Y. Fan
Z. Pei
A Novel Shadow Price Guided Genetic Algorithm
956(6)
G. Shen
Y. Zhang
A Text Feature Selection Method Using TFIDF Based on Entropy
962(6)
J. Song
M. Xu
C. Fan
A General Solution for Implementing Synchronizing Merges in Unstructured Workflow Process Models
968(6)
C. Fan
M. Xu
J. Song
Adaptive Parameter Adjustment Algorithm of the BP Model Based on Neural Network Control
974(6)
N. Gong
W. Wang
Y. Liu
General Design Framework for Traffic Control System Based on Multi-Agent
980(4)
R. Wang
Y. Li
Y. Pang
SAR Information Processing Based on Intelligent Fusion
984(6)
Q. Mao
W. Wang
J. Feng
Optimization Method of Environment Friendly Logistics Network of Agricultural Product
990(5)
Y. Pang
Z. Wang
D. Tan
Y. Li
Hopf Bifurcation in a Synaptically Coupled FHN Neuron Model with Two Delays
995(6)
L. Zhang
N. Zhou
A Study on Application Identification of Internet Flows Based on Measure of Medium Truth Degree
1001(9)
W. Cheng
J. Gong
Z. Yang
F. Yang
N. Zhou
Immune Cooperative Particle Swarm Optimization Algorithm Based Protocol in Heterogeneous Wireless Sensor Networks
1010(7)
Y. Hu
Y. Ding
K. Hao
L. Cheng
A Self-Adjusting the Number of Hidden Layer Neuron Algorithm Based on BP Network
1017(7)
N. Gong
M. Zhou
C. Qian
Research on the Safety Zone Division in Accident of Leaking Liquid Ammonia
1024(6)
K. Liu
J. Tian
Secure Spatiotemporal Chaotic Image/Video Cryptosystem
1030(6)
X. Guo
Q. Luo
A Linguistic EQ-5D Proposal
1036(6)
R.D. Andres
P. Gomez-Costilla
The Utility Theory of Satisficing and Its Algorithm
1042(6)
S. Ma
W. Jin
Genetic Optimization of an Interplanetary Trajectory from Earth to Jupiter
1048(6)
F.A. Zotes
M.S. Penas
Research on the Model of Capacity about Urban Road Network Based on the Turnover Volume of Trip
1054(5)
S. Chen
S. Gao
A Performance Examination Based on Enterprise Value Chains
1059(6)
X. Liu
Trusted Interaction with Multi-Criteria Decision Support in Dynamic Environment
1065(7)
W. Tao
J. Lu
J. Yang
Dynamic Pricing Optimization for Revenue Management Problems in Low Cost Airlines
1072(6)
S. Xu
Customer Demands Information Processing for Modern Service Systems Based Fuzzy Logic
1078(6)
X. Liang
Y. Lei
B. Tang
From Body Measurements to Human Perception of Body Shapes: Modeling Using Intelligent Techniques
1084(6)
L. Wang
X. Zeng
L. Koehl
Y. Chen
Loss of Safety for Instrumented System Including Diverse Redundant Component
1090(8)
J. Jin
Z. Wu
S. Zhao
B. Hu
Chaotic Character of the Atmosphere and Its Affection on Weather Prediction of Shipping Route
1098(6)
D. Liu
Z. Fan
Q. Li
Determination of TC Dangerous Areas Based on Multisource TC Forecast
1104(6)
D. Liu
J.J. Wang
Z.J. Liu
The Dynamic Danger Assessment for Grassland Fire Disaster in Xilingol, Inner Mongolia
1110(7)
X. Liu
J. Zhang
Z. Tong
Elicitation and Acquisition of Knowledge Related to Clothing Color Design
1117(7)
Y. Chen
H. Lu
The Application of Genetic Algorithm in Tobacco Blends Design
1124(6)
L. Xu
N. Yang
Y. He
S. Shi
Tobacco Blends Sensory Evaluation Based on Transfer Databoost Method
1130(7)
Y. He
N. Yang
W. Dong
An Agent-Based Approach to Modeling Small Satellite Constellations
1137(6)
X. Gou
F. Yi
G. Long
H. Yan
Q. Wu
An Integration of the A-B Two Poles of Intelligence
1143(7)
C. Zhao
The Design of Intelligent Official Document Flow Platform in Government OA
1150(7)
W. Deng
Z. Zhou
X. Zhong
Author Index 1157(6)
Acknowledgements 1163