By Matthew Robards, Peter Sunehag, Scott Sanner, Bhaskara Marthi (auth.), Dimitrios Gunopulos, Thomas Hofmann, Donato Malerba, Michalis Vazirgiannis (eds.)
This three-volume set LNAI 6911, LNAI 6912, and LNAI 6913 constitutes the refereed court cases of the eu convention on desktop studying and data Discovery in Databases: ECML PKDD 2011, held in Athens, Greece, in September 2011. The 121 revised complete papers awarded including 10 invited talks and eleven demos within the 3 volumes, have been conscientiously reviewed and chosen from approximately six hundred paper submissions. The papers handle all components concerning computing device studying and data discovery in databases in addition to different leading edge program domain names equivalent to supervised and unsupervised studying with a few cutting edge contributions in primary concerns; dimensionality relief, distance and similarity studying, version studying and matrix/tensor research; graph mining, graphical versions, hidden markov types, kernel equipment, lively and ensemble studying, semi-supervised and transductive studying, mining sparse representations, version studying, inductive good judgment programming, and statistical studying. an important a part of the papers covers novel and well timed functions of knowledge mining and computer studying in commercial domains.
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Extra info for Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2011, Athens, Greece, September 5-9, 2011, Proceedings, Part III
International Journal of Information Technology, 54–63 (2005) 20. : Reinforcement learning with Gaussian processes. In: 22nd International Conference on Machine Learning (ICML 2005), Bonn, Germany, pp. 201–208 (2005) Influence and Passivity in Social Media Daniel M. Romero1 , Wojciech Galuba2 , Sitaram Asur3 , and Bernardo A. Huberman3 1 2 Cornell University, Center for Applied Mathematics, Ithaca NY, USA Distributed Information Systems Lab, EPFL, Lausanne, Switzerland 3 Social Computing Lab, HP Labs, Palo Alto CA, USA Abstract.
RBF nets and Kernel-SARSA(λ) reached an optimal policy in approximately the same number of episodes while tile coding needed many more. RBF coding showed some instabilities much later on while memory eﬃcient KernelSARSA(λ) remained stable. Kernel-SARSA(λ) stores less than 150 samples, an order of magnitude smaller than best performing tile coding. Cart Pole: As can be seen in Figure 2 (middle) Kernel-SARSA(λ) clearly outperforms both RBF nets and tile coding and learns to indeﬁnitely balance the pole after a very small number of episodes.
The user retweeting rate and 2. the audience retweeting rate. The user retweeting rate is the ratio between the number of URLs that user i decides to retweet to the total number of URLs user i received from the followed users. The audience retweeting rate is the ratio between the number of user i’s URLs that were retweeted by i’s followers to the number of times a follower of i received a URL from i. a relative influence score and a passivity score to every user. The passivity of a user is a measure of how diﬃcult it is for other users to inﬂuence him.