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Reference-request is used when the author needs to know about work related to the question.
11
votes
Reference for fundamental theorem on tree rotations
An early paper that made this observation explicitly -- that rotations preserve inorder traversals -- is (in Figure 2 of) Sleator and Tarjan's 1983 Self-adjusting binary search trees. The move-to-roo …
11
votes
Accepted
complexity of randomized gossiping
I think the reference you are looking for is the paper "Broadcasting algorithms in radio networks with unknown topology" by Czumaj and Rytter. It seems this paper makes some improvements, but I think …
10
votes
Multi-armed bandit problems where more than one arm can be selected?
Yes - Satyen Kale, Rob Schapire, and I have a recent paper (NIPS '10) on this very problem, where we consider choosing "slates" of arms instead of individual arms. We consider the cases when position …
9
votes
Accepted
Agnostic learning over arbitrary distributions
If no class is too simple, then here are some agnostically PAC learnable classes. In response to the comments, the classes with polynomially many hypotheses are crossed out:
constant depth decision …
8
votes
Accepted
Keyword selection problem in search engine marketing auction
This is a great question, one I've put a lot of thought into. In an internet ad auction, you want a pricing policy that encourages truthful revelation. You could run a normal second price auction on …
9
votes
Funny TCS-related papers etc?
Lamport's Part Time Parliament made a breakthrough in distributed computing, but the paper was so (purposely!) obfuscated that people couldn't understand it -- as far as I know, it took him around 10 …
5
votes
Books on automata theory for self-study
I'm not sure this is the best book to prepare for exams, but the book
Finite Automata; Behavior and Synthesis by B. A. Trakhtenbrot and Ya. M. Barzdinʹ
is quite good. It has a surprising number …
10
votes
Accepted
VC Dimension generalized to discrete, non-binary, unordered domains?
Yes - I think you are looking for "multiclass VC dimension," and there are a couple different generalizations of VC dimension to multiclass classification. A good paper on this is by Ben-David et al. …
8
votes
Accepted
Graph Connectivity
Both can be done efficiently. You can compute the connectivity of a graph by testing the connectivity of every pair using max-flow/min-cut and taking the smallest of the values gives you $k$ (see thi …
14
votes
Accepted
Proper PAC learning of 2-DNF under uniform distribution
I don't know if you'll consider the following a non-trivial bound, but here I go.
First, to be clear so that we're not confusing $c$-DNF with $k$-term DNF (which I often do), an $c$-DNF formula over …
6
votes
Accepted
Reference Request: Computational Learning Theory
Another good introductory book is "Foundations of Machine Learning" by Mohri et al.: https://www.amazon.com/Foundations-Machine-Learning-Mehryar-Mohri/dp/0262039400/. It has a large overlap with the …
8
votes
An extension of Chernoff bound
The closest things I'm aware of in the literature are extensions of Chernoff bounds to negatively correlated random variables, e.g. see this or this. Formally, your condition could be satisfied witho …
13
votes
Are there problems without efficient algorithms, where existence theorems have proved such a...
Sure, there are lots of examples, at least in the spirit of your question.
Often one gets such a result from the probabilistic method. For example, one paper that I like that runs into the problem is …
2
votes
Theoretical study of coordinate descent methods
We've just put up a paper on arXiv (http://arxiv.org/abs/1201.1214) that proves generic lower bounds for "statistical algorithms" for optimization problems, with each "problem" having its own lower bo …
4
votes
What are good references on understanding online learning?
There is a nice tutorial from ICML 2008 by Yoram Singer and Shai Shalev Shwartz on the theory and practice of online learning.