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Toxins and Computers

My little book of notes. April 29th, 2008. On Graph Kernels: Hardness Results and Efficient Alternatives. While they state that real-world applications would be explored in future works, I was surprised they were not here. It is difficult for me to imagine the feasibility of a method without any real-world testing. This paper was fairly well written. The math, while extensive, was followable. Some figures would have been helpful in following the thought process however. April 27th, 2008. April 24th, 2008.

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Toxins and Computers | catblade-notes.livejournal.com Reviews

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My little book of notes. April 29th, 2008. On Graph Kernels: Hardness Results and Efficient Alternatives. While they state that real-world applications would be explored in future works, I was surprised they were not here. It is difficult for me to imagine the feasibility of a method without any real-world testing. This paper was fairly well written. The math, while extensive, was followable. Some figures would have been helpful in following the thought process however. April 27th, 2008. April 24th, 2008.

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Toxins and Computers | catblade-notes.livejournal.com Reviews

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My little book of notes. April 29th, 2008. On Graph Kernels: Hardness Results and Efficient Alternatives. While they state that real-world applications would be explored in future works, I was surprised they were not here. It is difficult for me to imagine the feasibility of a method without any real-world testing. This paper was fairly well written. The math, while extensive, was followable. Some figures would have been helpful in following the thought process however. April 27th, 2008. April 24th, 2008.

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March 10 Reading - Toxins and Computers

http://catblade-notes.livejournal.com/6505.html

Combining Collective Classification and Link Prediction. I would like to see the future work of exploring the other variations for combining collective object classification and link prediction. I would also be interested in seeing how different types of real-life data behave with regard to homophily. Powered by LiveJournal.com.

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0" class=" actions-entryunit item actions-entryunit item- comments js-elem-color- svgicon ". 14 & ($index 1) % 3 = = 0" class="ljsale ljsale- empty" lj-sale="adfox mobile inpost listing 4" lj-sale-close-less="true" lj-sale-on-scroll="true" lj-sale-window-min="320" lj-sale-window-max="1000" ng-cloak. 4 & ($index 1) % 5 = = 0" ng-cloak. 9 & ($index 1) % 10 = = 0" ng-cloak. 9 & ($index 1) % 10 = = 0" ng-cloak. Sorry, there are no available entries to display. Follow us on Facebook. Follow us on Twitter.

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April 25th paper - Toxins and Computers

http://catblade-notes.livejournal.com/7865.html

Data and Graph Mining in Chemical Space for ADME and Activity Data Sets. This paper had an interesting concept in taking reactive biological molecules and making graphs from them. I would have enjoyed a lot more clarity so I could better understand coordinate-based coding versus coordinate-free coding advantages other than brief explanations and lists crammed into tables. I was fairly disturbed that a lot of data sets were skipped because the algorithms were infeasible due to complexity.

4

April 2 Reading - Toxins and Computers

http://catblade-notes.livejournal.com/7307.html

A Regularization Framework for Learning from Graph Data. This paper attempts to address the problems of classification and ranking by using a generalization as a new approach. They develop a discrete calculus with a graph and then shift it from the continuous case to the graph data. They then equate the regularization framework to lazy random walks. I would like to see more data on how viable this method is. This paper had insufficient information proving it, and future work should do so.

5

March 28th Paper - Toxins and Computers

http://catblade-notes.livejournal.com/6938.html

Representation Policy Iteration by Sridhar Mahadevan. It would be interesting to see how badly RPI performs with partially directed states as opposed to LSPI. The chosen data for comparison seems contrived to best represent the case where Hodge theory works well. This paper presents data with absolutely no deviation from Hodge theory, although real-life topologies will almost certainly have some directed states. Powered by LiveJournal.com.

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catblade-notes.livejournal.com

Toxins and Computers

My little book of notes. April 29th, 2008. On Graph Kernels: Hardness Results and Efficient Alternatives. While they state that real-world applications would be explored in future works, I was surprised they were not here. It is difficult for me to imagine the feasibility of a method without any real-world testing. This paper was fairly well written. The math, while extensive, was followable. Some figures would have been helpful in following the thought process however. April 27th, 2008. April 24th, 2008.

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