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Submodular Functions in PowerPoint PPT Presentation
Submodular Functions in - [Nash-Williams 1960] G has a strongly k -edge-connected orientation. G is 2k -edge-connected ... A Proof of Nash-Williams' Theorem. Find a vertex v of degree 2k. ...
[Nash-Williams 1960] G has a strongly k -edge-connected orientation. G is 2k -edge-connected ... A Proof of Nash-Williams' Theorem. Find a vertex v of degree 2k. ...
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Near-optimal Observation Selection using Submodular Functions PowerPoint PPT Presentation
Near-optimal Observation Selection using Submodular Functions - Near-optimal Observation Selection using Submodular Functions Andreas Krause joint work with Carlos Guestrin (CMU)
Near-optimal Observation Selection using Submodular Functions Andreas Krause joint work with Carlos Guestrin (CMU)
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Strategyproof Sharing of submodular costs: Budget Balance Vs. Efficiency PowerPoint PPT Presentation
Strategyproof Sharing of submodular costs: Budget Balance Vs. Efficiency - w(S,u) = maxT S ( UT - C(T) ) Coalition S is called efficent if. us - C(S) = w(N,u) ... us - C(S) = W(N,u) ( = maxT N(uT - C(T) ) consequence of submodularity of C ...
w(S,u) = maxT S ( UT - C(T) ) Coalition S is called efficent if. us - C(S) = w(N,u) ... us - C(S) = W(N,u) ( = maxT N(uT - C(T) ) consequence of submodularity of C ...
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Advances in Minimizing Submodular Energy Functions with Graph Cuts PowerPoint PPT Presentation
Advances in Minimizing Submodular Energy Functions with Graph Cuts - Philip H.S. Torr, Graph Cuts and their Use in Computer Vision, Invited tutorial ... P. Kohli, M.P. Kumar, P. Torr. P3 & Beyond: Solving Energies with Higher ...
Philip H.S. Torr, Graph Cuts and their Use in Computer Vision, Invited tutorial ... P. Kohli, M.P. Kumar, P. Torr. P3 & Beyond: Solving Energies with Higher ...
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Game Theory and Strategy PowerPoint PPT Presentation
Game Theory and Strategy - Title: Definition of Submodular Systems Author: HO CHI HIN Last modified by: LEE CHEUK MAN Created Date: 4/19/2000 1:10:51 PM Document presentation format
Title: Definition of Submodular Systems Author: HO CHI HIN Last modified by: LEE CHEUK MAN Created Date: 4/19/2000 1:10:51 PM Document presentation format
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P1254325987eVcdE PowerPoint PPT Presentation
P1254325987eVcdE - ... of N is called a distributive lattice if for any two ... For a submodular function ? defined on a distributive lattice D 2N such that. D, N D and ?()=0, ...
... of N is called a distributive lattice if for any two ... For a submodular function ? defined on a distributive lattice D 2N such that. D, N D and ?()=0, ...
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Selecting Observations against Adversarial Objectives PowerPoint PPT Presentation
Selecting Observations against Adversarial Objectives - Selecting Observations against Adversarial Objectives Andreas Krause Brendan McMahan Carlos Guestrin Anupam Gupta TexPoint fonts used in EMF. Read the TexPoint manual ...
Selecting Observations against Adversarial Objectives Andreas Krause Brendan McMahan Carlos Guestrin Anupam Gupta TexPoint fonts used in EMF. Read the TexPoint manual ...
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Chapter 2' Greedy Strategy PowerPoint PPT Presentation
Chapter 2' Greedy Strategy - Chapter 2' Greedy Strategy
Chapter 2' Greedy Strategy
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Non-myopic Informative Path Planning in Spatio-Temporal Models PowerPoint PPT Presentation
Non-myopic Informative Path Planning in Spatio-Temporal Models - Title: Non-myopic Informative Path Planning in Spatio-Temporal Models Author: EECS Dept. UC Berkeley Last modified by: EECS Dept. UC Berkeley Created Date
Title: Non-myopic Informative Path Planning in Spatio-Temporal Models Author: EECS Dept. UC Berkeley Last modified by: EECS Dept. UC Berkeley Created Date
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Costeffective Outbreak Detection in Networks PowerPoint PPT Presentation
Costeffective Outbreak Detection in Networks - Has nice properties w.r.t optimization (like convex function, we ... Nice. ... But it has a nice theorem that guarantee lower bounding for greedy algorithm (so ...
Has nice properties w.r.t optimization (like convex function, we ... Nice. ... But it has a nice theorem that guarantee lower bounding for greedy algorithm (so ...
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Cost-effective%20Outbreak%20Detection%20in%20Networks PowerPoint PPT Presentation
Cost-effective%20Outbreak%20Detection%20in%20Networks - Cost-effective Outbreak Detection in Networks Jure Leskovec, Andreas Krause, Carlos Guestrin, Christos Faloutsos, Jeanne VanBriesen, Natalie Glance
Cost-effective Outbreak Detection in Networks Jure Leskovec, Andreas Krause, Carlos Guestrin, Christos Faloutsos, Jeanne VanBriesen, Natalie Glance
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Cost-effective Outbreak Detection in Networks PowerPoint PPT Presentation
Cost-effective Outbreak Detection in Networks - Cost-effective Outbreak Detection in Networks Jure Leskovec, Andreas Krause, Carlos Guestrin, Christos Faloutsos, Jeanne VanBriesen, Natalie Glance
Cost-effective Outbreak Detection in Networks Jure Leskovec, Andreas Krause, Carlos Guestrin, Christos Faloutsos, Jeanne VanBriesen, Natalie Glance
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Vladimir Kolmogorov Yuri Boykov Carsten Rother PowerPoint PPT Presentation
Vladimir Kolmogorov Yuri Boykov Carsten Rother - Vladimir Kolmogorov Yuri Boykov Carsten Rother University of Western Ontario University College London Ratio minimization - Q( ) assumed to be non-negative
Vladimir Kolmogorov Yuri Boykov Carsten Rother University of Western Ontario University College London Ratio minimization - Q( ) assumed to be non-negative
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Near-Optimal Sensor Placements in Gaussian Processes PowerPoint PPT Presentation
Near-Optimal Sensor Placements in Gaussian Processes - Title: Distributed Inference in Sensor Networks Author: S Last modified by: Carlos Guestrin Created Date: 12/3/2003 4:12:11 AM Document presentation format
Title: Distributed Inference in Sensor Networks Author: S Last modified by: Carlos Guestrin Created Date: 12/3/2003 4:12:11 AM Document presentation format
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An Algebraic Algorithm for Weighted Linear Matroid Intersection PowerPoint PPT Presentation
An Algebraic Algorithm for Weighted Linear Matroid Intersection - An Algebraic Algorithm for. Weighted Linear Matroid Intersection. Nick Harvey ... Uniprocessor scheduling [Stallman '91] Survivable network design ...
An Algebraic Algorithm for. Weighted Linear Matroid Intersection. Nick Harvey ... Uniprocessor scheduling [Stallman '91] Survivable network design ...
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Information Networks PowerPoint PPT Presentation
Information Networks - Information Networks Failures and Epidemics in Networks Lecture 12
Information Networks Failures and Epidemics in Networks Lecture 12
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Spanning Tree Polytope PowerPoint PPT Presentation
Spanning Tree Polytope - Spanning Tree Polytope x1 x3 x2 Lecture 11: Feb 21 Spanning Tree Polytope Big Picture LP-solver Problem LP-formulation Vertex solution Solution Polynomial time ...
Spanning Tree Polytope x1 x3 x2 Lecture 11: Feb 21 Spanning Tree Polytope Big Picture LP-solver Problem LP-formulation Vertex solution Solution Polynomial time ...
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Near-optimal Sensor Placements: Maximizing Information while Minimizing Communication Cost PowerPoint PPT Presentation
Near-optimal Sensor Placements: Maximizing Information while Minimizing Communication Cost - Andreas Krause, Carlos Guestrin, Anupam Gupta, Jon Kleinberg ... minA C(A) C(A)= locations are informative: I(A) Q. I(A) = I( ETX = 3. ETX = 10. ETX = 1.3 ...
Andreas Krause, Carlos Guestrin, Anupam Gupta, Jon Kleinberg ... minA C(A) C(A)= locations are informative: I(A) Q. I(A) = I( ETX = 3. ETX = 10. ETX = 1.3 ...
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Selecting Observations against Adversarial Objectives PowerPoint PPT Presentation
Selecting Observations against Adversarial Objectives - For most interesting utilities F, NP-hard! Placement B = {S1,..., S5} ... State-of-the-art: [Flaherty et al., NIPS 06] Assume perturbation on Jacobian rf 0(xi) ...
For most interesting utilities F, NP-hard! Placement B = {S1,..., S5} ... State-of-the-art: [Flaherty et al., NIPS 06] Assume perturbation on Jacobian rf 0(xi) ...
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When is Price Discrimination Profitable? PowerPoint PPT Presentation
When is Price Discrimination Profitable? - Title: When is Price Discrimination Optimal? Author: Kellogg Microsoft Office Last modified by: Linda Casals Created Date: 6/2/2005 3:11:05 PM Document presentation ...
Title: When is Price Discrimination Optimal? Author: Kellogg Microsoft Office Last modified by: Linda Casals Created Date: 6/2/2005 3:11:05 PM Document presentation ...
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Maximizing the Spread of Influence through a Social Network PowerPoint PPT Presentation
Maximizing the Spread of Influence through a Social Network - Authors: David Kempe, Jon Kleinberg, va Tardos. KDD 2003 ... end are reachable via green paths from initially targeted ... How do we fix a green graph now? ...
Authors: David Kempe, Jon Kleinberg, va Tardos. KDD 2003 ... end are reachable via green paths from initially targeted ... How do we fix a green graph now? ...
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Fair Allocations of Indivisible Goods Part I: Envy-freeness PowerPoint PPT Presentation
Fair Allocations of Indivisible Goods Part I: Envy-freeness - Fair Allocations of Indivisible Goods Part I: Envy-freeness Richard Lipton Vangelis Markakis Georgia Tech ...
Fair Allocations of Indivisible Goods Part I: Envy-freeness Richard Lipton Vangelis Markakis Georgia Tech ...
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Maximizing the Spread of Influence through a Social Network PowerPoint PPT Presentation
Maximizing the Spread of Influence through a Social Network - Maximizing the Spread of Influence through a Social Network Authors: David Kempe, Jon Kleinberg, va Tardos KDD 2003 Adapted from author s at: http://www.cs ...
Maximizing the Spread of Influence through a Social Network Authors: David Kempe, Jon Kleinberg, va Tardos KDD 2003 Adapted from author s at: http://www.cs ...
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Introduction to Linear and Integer Programming PowerPoint PPT Presentation
Introduction to Linear and Integer Programming - Introduction to Linear and Integer Programming Lecture 7: Feb 1 Introduction to Linear and Integer Programming Lecture 7: Feb 1 Overview Mathematical programming ...
Introduction to Linear and Integer Programming Lecture 7: Feb 1 Introduction to Linear and Integer Programming Lecture 7: Feb 1 Overview Mathematical programming ...
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Cost-effective Outbreak Detection in Networks PowerPoint PPT Presentation
Cost-effective Outbreak Detection in Networks - Jure Leskovec, Andreas Krause, Carlos Guestrin, Christos Faloutsos, Jeanne ... On which nodes should we place sensors to efficiently detect the all possible ...
Jure Leskovec, Andreas Krause, Carlos Guestrin, Christos Faloutsos, Jeanne ... On which nodes should we place sensors to efficiently detect the all possible ...
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1%20Stanford%20University%202%20MPI%20for%20Biological%20Cybernetics%203%20California%20Institute%20of%20Technology PowerPoint PPT Presentation
1%20Stanford%20University%202%20MPI%20for%20Biological%20Cybernetics%203%20California%20Institute%20of%20Technology - Inferring Networks of Diffusion and Influence Manuel Gomez Rodriguez1,2 Jure Leskovec1 Andreas Krause3 1 Stanford University 2 MPI for Biological Cybernetics
Inferring Networks of Diffusion and Influence Manuel Gomez Rodriguez1,2 Jure Leskovec1 Andreas Krause3 1 Stanford University 2 MPI for Biological Cybernetics
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Minimum Cost Flow and Minimum Cut PowerPoint PPT Presentation
Minimum Cost Flow and Minimum Cut - Minimum Cost Flow and Minimum Cut Lecture 7: Jan 31 Minimum Cut An s-t cut is a set of edges whose removal disconnect s and t Minimum Cost Flow and Minimum Cut ...
Minimum Cost Flow and Minimum Cut Lecture 7: Jan 31 Minimum Cut An s-t cut is a set of edges whose removal disconnect s and t Minimum Cost Flow and Minimum Cut ...
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Ascending Combinatorial Auctions = a restricted form of preference elicitation in CAs PowerPoint PPT Presentation
Ascending Combinatorial Auctions = a restricted form of preference elicitation in CAs - Ascending Combinatorial Auctions = a restricted form of preference elicitation in CAs Tuomas Sandholm
Ascending Combinatorial Auctions = a restricted form of preference elicitation in CAs Tuomas Sandholm
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Multi-view shape reconstruction PowerPoint PPT Presentation
Multi-view shape reconstruction - Multi-view shape reconstruction Shape reconstruction Given A set of images (views) of an object / scene Camera calibration information [Light calibration information ...
Multi-view shape reconstruction Shape reconstruction Given A set of images (views) of an object / scene Camera calibration information [Light calibration information ...
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Efficient planning of informative paths for multiple robots PowerPoint PPT Presentation
Efficient planning of informative paths for multiple robots - ... bounds using submodularity and other heuristics to prune search space ... Pruned search space using branch and bound. Upper bound exploiting submodularity ...
... bounds using submodularity and other heuristics to prune search space ... Pruned search space using branch and bound. Upper bound exploiting submodularity ...
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Costeffective Outbreak Detection in Networks PowerPoint PPT Presentation
Costeffective Outbreak Detection in Networks - Cost-effective Outbreak Detection in Networks. Jure Leskovec, ... algorithm picks large popular blogs: instapundit.com, michellemalkin.com. Variable cost: ...
Cost-effective Outbreak Detection in Networks. Jure Leskovec, ... algorithm picks large popular blogs: instapundit.com, michellemalkin.com. Variable cost: ...
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Carsten Rother, Vladimir Kolmogorov, Victor Lempitsky, Martin Szummer PowerPoint PPT Presentation
Carsten Rother, Vladimir Kolmogorov, Victor Lempitsky, Martin Szummer - Carsten Rother, Vladimir Kolmogorov*, Victor Lempitsky, Martin Szummer ... [Data courtesy from Oliver Woodford] Problem: Minimize a binary 4-connected energy ...
Carsten Rother, Vladimir Kolmogorov*, Victor Lempitsky, Martin Szummer ... [Data courtesy from Oliver Woodford] Problem: Minimize a binary 4-connected energy ...
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Network Design with Degree Constraints PowerPoint PPT Presentation
Network Design with Degree Constraints - Network Design with Degree Constraints ... spanning at least k vertices Prize-collecting Steiner network design ... tree spanning at least k ...
Network Design with Degree Constraints ... spanning at least k vertices Prize-collecting Steiner network design ... tree spanning at least k ...
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Nearoptimal Nonmyopic Value of Information in Graphical Models PowerPoint PPT Presentation
Nearoptimal Nonmyopic Value of Information in Graphical Models - Wireless sensors with limited battery. T1. T2. Probabilistic model. T5. T4. T3. S5. S2. S4 ... Effect: Selects sensors which most effectively reduce uncertainty ...
Wireless sensors with limited battery. T1. T2. Probabilistic model. T5. T4. T3. S5. S2. S4 ... Effect: Selects sensors which most effectively reduce uncertainty ...
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Ascending Combinatorial Auctions PowerPoint PPT Presentation
Ascending Combinatorial Auctions - Advanced clearing algorithms exist for clearing combinatorial auctions (CAs) ... Linear: pj for each j G, p(S) = Sj Spj. Non-linear: p(S) for each bundle S ...
Advanced clearing algorithms exist for clearing combinatorial auctions (CAs) ... Linear: pj for each j G, p(S) = Sj Spj. Non-linear: p(S) for each bundle S ...
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Algorithmic Game Theory and Internet Computing PowerPoint PPT Presentation
Algorithmic Game Theory and Internet Computing - Algorithmic Game Theory and Internet Computing Algorithmic Game Theory and Internet Computing Amin Saberi Outline Game Theory and Algorithms efficient algorithms for ...
Algorithmic Game Theory and Internet Computing Algorithmic Game Theory and Internet Computing Amin Saberi Outline Game Theory and Algorithms efficient algorithms for ...
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Simultaneous Placement and Scheduling of Sensors PowerPoint PPT Presentation
Simultaneous Placement and Scheduling of Sensors - mint F(At) high! s5. s10. Poor coverage at t=4! 13. Balanced SPASS ... Hence, to check whether OPT = mint F(A*t) c, we need to solve average-case problem ...
mint F(At) high! s5. s10. Poor coverage at t=4! 13. Balanced SPASS ... Hence, to check whether OPT = mint F(A*t) c, we need to solve average-case problem ...
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MAP%20Estimation%20Algorithms%20in PowerPoint PPT Presentation
MAP%20Estimation%20Algorithms%20in - MAP Estimation Algorithms in Computer Vision - Part I M. Pawan Kumar, University of Oxford Pushmeet Kohli, Microsoft Research Aim of the Tutorial Description of some ...
MAP Estimation Algorithms in Computer Vision - Part I M. Pawan Kumar, University of Oxford Pushmeet Kohli, Microsoft Research Aim of the Tutorial Description of some ...
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Spanning Tree Polytope PowerPoint PPT Presentation
Spanning Tree Polytope - ... tight constraint defines a set. A basic solution is uniquely defined by a laminar family of tight ... On the other hand, since S and T are tight, we have ...
... tight constraint defines a set. A basic solution is uniquely defined by a laminar family of tight ... On the other hand, since S and T are tight, we have ...
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Recap: Mining association rules from large datasets PowerPoint PPT Presentation
Recap: Mining association rules from large datasets - Recap: Mining association rules from large datasets * * * * * * * * * * * * * * * * * * * * * * Maximal vs Closed Frequent Itemsets Minimum support = 2 # Closed = 9 ...
Recap: Mining association rules from large datasets * * * * * * * * * * * * * * * * * * * * * * Maximal vs Closed Frequent Itemsets Minimum support = 2 # Closed = 9 ...
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Algorithms and Economics of Networks PowerPoint PPT Presentation
Algorithms and Economics of Networks - Topics Algorithms for Complex Networks Economics and Game Theory Algorithms for Large Networks TraceRoute Sampling Where do networks come ... Load Balancing Games.
Topics Algorithms for Complex Networks Economics and Game Theory Algorithms for Large Networks TraceRoute Sampling Where do networks come ... Load Balancing Games.
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Exact and approximate inference in probabilistic graphical models PowerPoint PPT Presentation
Exact and approximate inference in probabilistic graphical models - Hybrid Monte Carlo (use gradient information) Swendsen-Wang (large moves for Ising model) ... Combine best of both worlds (hybrid) Use smart deterministic proposals ...
Hybrid Monte Carlo (use gradient information) Swendsen-Wang (large moves for Ising model) ... Combine best of both worlds (hybrid) Use smart deterministic proposals ...
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Algorithmic Game Theory and Internet Computing PowerPoint PPT Presentation
Algorithmic Game Theory and Internet Computing - Algorithmic Game Theory and Internet Computing
Algorithmic Game Theory and Internet Computing
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Improved Moves for Truncated Convex Models PowerPoint PPT Presentation
Improved Moves for Truncated Convex Models - Efficient, accurate MAP for truncated convex models. V1. V2. Vn ... Algo. Teddy. Stereo Correspondence. 191.20. 3679552. 120.14. 3613003. Our. 141.78. 3679552 ...
Efficient, accurate MAP for truncated convex models. V1. V2. Vn ... Algo. Teddy. Stereo Correspondence. 191.20. 3679552. 120.14. 3613003. Our. 141.78. 3679552 ...
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Nearoptimal Sensor Placements: Maximizing Information while Minimizing Communication Cost PowerPoint PPT Presentation
Nearoptimal Sensor Placements: Maximizing Information while Minimizing Communication Cost - Andreas Krause, Carlos Guestrin, Anupam Gupta, Jon Kleinberg. Monitoring of spatial phenomena ... generalizes existing problems. e.g., group steiner ...
Andreas Krause, Carlos Guestrin, Anupam Gupta, Jon Kleinberg. Monitoring of spatial phenomena ... generalizes existing problems. e.g., group steiner ...
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Discrete Probability on Graphs: Estimation, Reconstruction of PowerPoint PPT Presentation
Discrete Probability on Graphs: Estimation, Reconstruction of - Discrete Probability on Graphs: Estimation, Reconstruction of
Discrete Probability on Graphs: Estimation, Reconstruction of
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Preference elicitation and multistage/iterative mechanisms PowerPoint PPT Presentation
Preference elicitation and multistage/iterative mechanisms - Preference elicitation and multistage/iterative mechanisms Vincent Conitzer conitzer@cs.duke.edu Unnecessary communication Single-stage mechanisms Multistage ...
Preference elicitation and multistage/iterative mechanisms Vincent Conitzer conitzer@cs.duke.edu Unnecessary communication Single-stage mechanisms Multistage ...
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Network Design and Bidimensionality PowerPoint PPT Presentation
Network Design and Bidimensionality - Mohammad T. Hajiaghayi University of Maryland * * * * * Outline Buy-at-bulk Network Design Prize-collecting Network Design Bidimensionality Theory Steiner Trees ...
Mohammad T. Hajiaghayi University of Maryland * * * * * Outline Buy-at-bulk Network Design Prize-collecting Network Design Bidimensionality Theory Steiner Trees ...
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Approximation Algorithms for CAs with Complement-Free Bidders PowerPoint PPT Presentation
Approximation Algorithms for CAs with Complement-Free Bidders - Approximation Algorithms for CAs with Complement-Free Bidders Let us now choose the row (say row 2) that represents the allocation with the highest value.
Approximation Algorithms for CAs with Complement-Free Bidders Let us now choose the row (say row 2) that represents the allocation with the highest value.
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Turning Down the Noise in the Blogosphere PowerPoint PPT Presentation
Turning Down the Noise in the Blogosphere - none
none
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Totally Unimodular Matrices PowerPoint PPT Presentation
Totally Unimodular Matrices - Simplex Algorithm. Elliposid Algorithm. Integer Linear programs ... So, the simplex algorithm actually defines a combinatorial algorithm for these problems. ...
Simplex Algorithm. Elliposid Algorithm. Integer Linear programs ... So, the simplex algorithm actually defines a combinatorial algorithm for these problems. ...
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Cosegmentation of Image Pairs by Histogram Matching Incorporating a Global Constraint into MRFs PowerPoint PPT Presentation
Cosegmentation of Image Pairs by Histogram Matching Incorporating a Global Constraint into MRFs - Carsten Rother Vladimir Kolmogorov Tom Minka Andrew Blake. Generative Cosegmentation Model: ... Markov Random Field (for binary segmentation) with a ...
Carsten Rother Vladimir Kolmogorov Tom Minka Andrew Blake. Generative Cosegmentation Model: ... Markov Random Field (for binary segmentation) with a ...
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How Optimized Environmental Sensing helps address Information Overload PowerPoint PPT Presentation
How Optimized Environmental Sensing helps address Information Overload - How Optimized Environmental Sensing helps address Information Overload
How Optimized Environmental Sensing helps address Information Overload
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Discrete optimization methods in computer vision PowerPoint PPT Presentation
Discrete optimization methods in computer vision - General framework for optimizing MRFs based on duality ... but this is equivalent to solving the LP, as there is no duality gap due to convexity ...
General framework for optimizing MRFs based on duality ... but this is equivalent to solving the LP, as there is no duality gap due to convexity ...
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Optimized Information Gathering in Robotics and Sensor Networks PowerPoint PPT Presentation
Optimized Information Gathering in Robotics and Sensor Networks - California Institute of Technology. TexPoint fonts used in EMF. ... [Sacks & Schiller '88, van Groeningen & Stein '98, Wiens '05, ...
California Institute of Technology. TexPoint fonts used in EMF. ... [Sacks & Schiller '88, van Groeningen & Stein '98, Wiens '05, ...
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