By Ali A. Ghorbani, Iosif-Viorel Onut (auth.), Manuel Graña Romay, Emilio Corchado, M. Teresa Garcia Sebastian (eds.)

th The five foreign convention on Hybrid man made Intelligence platforms (HAIS 2010) has turn into a different, validated and extensive interdisciplinary discussion board for researchers and practitioners who're keen on constructing and utilising symbolic and sub-symbolic strategies aimed toward the development of hugely strong and trustworthy problem-solving recommendations, and bringing the main appropriate achievements during this box. Overcoming the inflexible encasing imposed through the coming up orthodoxy within the box of arti- cial intelligence, which has ended in the partition of researchers into so-called components or fields, curiosity in hybrid clever platforms is transforming into simply because they offer freedom to layout cutting edge recommendations to the ever-increasing complexities of real-world pr- lems. Noise and uncertainty demand probabilistic (often Bayesian) equipment, whereas the massive volume of information at times asks for speedy heuristic (in the feel of suboptimal and ad-hoc) algorithms capable of provide solutions in applicable time frames. excessive dim- sionality calls for linear and non-linear dimensionality relief and have extr- tion algorithms, whereas the imprecision and vagueness demand fuzzy reasoning and linguistic variable formalization. not anything impedes real-life difficulties to combine diffic- ties, providing large amounts of noisy, imprecise and high-dimensional facts; consequently, the layout of ideas has to be in a position to inn to any software of the exchange to assault the matter. Combining different paradigms poses difficult difficulties of computational and methodological interfacing of a number of formerly incompatible techniques. this can be, hence, the environment of HAIS convention sequence, and its expanding luck is the facts of the power of this fascinating field.

Show description

Read Online or Download Hybrid Artificial Intelligence Systems: 5th International Conference, HAIS 2010, San Sebastián, Spain, June 23-25, 2010. Proceedings, Part I PDF

Best international books

Mobile Information Systems II: IFIP International Working Conference on Mobile Information Systems, MOBIS 2005, Leeds, UK, December 6-7, 2005 (IFIP International Federation for Information Processing)

Cellular info structures II presents a suite of study at the making plans, research, layout, building, amendment, implementation, usage, overview, and administration of cellular details structures. The articles specialise in the consequences of this learn on the planet of trade, and deal with technical matters and constraints on cellular details platforms functionalities and layout.

International Assessment of Research and Development in Simulation-Based Engineering and Science

Simulation-Based Engineering and technology (Sbe&S) cuts throughout disciplines, displaying great promise in components from hurricane prediction and weather modeling to knowing the mind and the habit of various different complicated structures. during this groundbreaking quantity, 9 exclusive leaders verify the newest examine developments, due to fifty two web site visits in Europe and Asia and enormous quantities of hours of professional interviews, and talk about the consequences in their findings for the USA govt.

Interactive Theorem Proving: First International Conference, ITP 2010, Edinburgh, UK, July 11-14, 2010. Proceedings

This publication constitutes the refereed court cases of the 1st overseas convention on Interactive Theorem proving, ITP 2010, held in Edinburgh, united kingdom, in July 2010. The 33 revised complete papers provided have been rigorously reviewed and chosen from seventy four submissions. The papers are equipped in subject matters akin to counterexample iteration, hybrid process verification, translations from one formalism to a different, and cooperation among instruments.

Additional resources for Hybrid Artificial Intelligence Systems: 5th International Conference, HAIS 2010, San Sebastián, Spain, June 23-25, 2010. Proceedings, Part I

Sample text

G. Kaburlasos, A. E. Papadakis Order Metrics for Semantic Knowledge Systems . . . . . . . . . . . Cliff Joslyn and Emilie Hogan 367 375 383 391 399 Granular Fuzzy Inference System (FIS) Design by Lattice Computing . . . . . . . . . . . . . . . . . . . . . . . . . . . Vassilis G. Kaburlasos 410 Median Hetero-Associative Memories Applied to the Categorization of True-Color Patterns . . . . . . . . . . . . . .

In: Proceedings of the Fifth Berkeley Symposium on Mathematical Statistics and Probability, vol. 2(1), pp. 281–297 (1967) 18. : On the generalized distance in statistics. Proceedings of the National Instute of Science (India) 2(1), 49–55 19. html 20. : X-means: Extending k-means with efficient estimation of the number of clusters. In: Proceedings of the Seventeenth International Conference on Machine Learning, pp. 727–734. Morgan Kaufmann, San Francisco (2000) 21. : Intrusion detection with unlabeled data using clustering.

Thus, different selections of the initial centroids often lead to different clustering results. This is mainly because K-means is based on the mean squared error and converges to a local minima [11]. This can be easily seen if the initial centroids are not well separated. The second shortcoming of K-means is the dependency on the number of initial centroids, k. This requirement is hard to meet when the distribution of data is unknown, since obtaining an optimal initial k is an NP-hard problem [23].

Download PDF sample

Rated 4.67 of 5 – based on 12 votes