probability and computing randomized algorithms and probabilistic analysis

LECTURE 2: PROBABILISTIC ANALYSIS AND RANDOMIZED ALGORITHMS ppt

LECTURE 2: PROBABILISTIC ANALYSIS AND RANDOMIZED ALGORITHMS ppt
... HIRE-ASSISTANT(n) best←0 candidate is a least-qualified dummy candidate for i←1 to n interview candidate i if candidate i is better than candidate best then best←i hire candidate i Cost Analysis  We are ... applicants come in a random order Randomized algorithm  We call an algorithm randomized if its behavior is determined not only by its input but also by values produced by a random-number generator ... situation occurs if the candidates come in increasing order of quality, in which case we hire n times, for a total hiring cost of O(nch) Probabilistic analysis Probabilistic analysis is the use...
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Báo cáo khoa học: "Randomized Algorithms and NLP: Using Locality Sensitive Hash Function for High Speed Noun Clustering" pdf

Báo cáo khoa học:
... Sensitive Hash Function; Performance of fast Hamming distance search algorithm; Quality of final similarity lists 5.1 Evaluation of Locality sensitive Hash function To perform this evaluation, we randomly ... calculated using the traditional formula as given in equation For this base comparison system we use the one built by Pantel and Lin (2002) We perform kinds of evaluation: Performance of Locality Sensitive ... vectors and randomly permute them (see Appendix A for more details on random permutation functions) A random permutation can be considered as random jumbling of the bits of each vector2 A random...
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Báo cáo hóa học: "Energy consumption and lifetime analysis in clustered multi-hop wireless sensor networks using the probabilistic cluster-head selection method" pdf

Báo cáo hóa học:
... respectively Then, the cluster-heads and the sink node distribute the schedules to their clustered nodes and the cluster-heads in the network, respectively In the case of the cluster-heads, the schedules ... article as: Choi and Lee: Energy consumption and lifetime analysis in clustered multi-hop wireless sensor networks using the probabilistic cluster-head selection method EURASIP Journal on Wireless Communications ... prediction than the other models in determining the optimal probability of being a cluster-head, thus minimizing the energy consumed in the network The optimal probability p* obtained from the Newton...
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Báo cáo hóa học: " Review Article Super-Relaxed (η)-Proximal Point Algorithms, Relaxed (η)-Proximal Point Algorithms, Linear Convergence Analysis, and Nonlinear Variational Inclusions" doc

Báo cáo hóa học:
... Industrial and Management Optimization, vol 5, no 2, pp 381–390, 2009 R P Agarwal and R U Verma, “The over -relaxed η− proximal point algorithm and nonlinear variational inclusion problems,” Nonlinear ... “A-monotonicity and its role in nonlinear variational inclusions,” Journal of Optimization Theory and Applications, vol 129, no 3, pp 457–467, 2006 38 R U Verma, “A-monotone nonlinear relaxed cocoercive variational ... 2 Fixed Point Theory and Applications In the first part, Rockafellar introduced the proximal point algorithm, and examined the general convergence and rate of convergence analysis, while...
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Báo cáo hóa học: " Research Article Optimization of Sensor Locations and Sensitivity Analysis for Engine Health Monitoring Using Minimum Interference Algorithms" potx

Báo cáo hóa học:
... thus, the sensors used for engine health monitoring Determination of the minimum number of sensors is associated with the cost of processing online, the initial placement of sensors, and other ... estimates of the parameters can be ameliorated by placing the sensors at points of maximum sensitivity However, very few papers have addressed the problems of sensitivity analysis for engine health monitoring ... Processing by interferences from the rest of sensors in the system and is identified by a number between and 30 We chose P = and a sample of the random matrix D for N = sensors, given below The sensor...
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LECTURE 5: MORE APPLICATIONS WITH PROBABILISTIC ANALYSIS, BINS AND BALLS ppsx

LECTURE 5: MORE APPLICATIONS WITH PROBABILISTIC ANALYSIS, BINS AND BALLS ppsx
... Nguyen Probability for Computing 19 Balls into Bins We have m balls that are thrown into n bins, with the location of each ball chosen independently and uniformly at random from n possibilities What ... Agenda Review: Coupon Collector’s problem and Packet Sampling Analysis of Quick-Sort Birthday Paradox and applications The Bins and Balls Model © 2010, Quoc Le & Van Nguyen Probability ... does the distribution of the balls into the bins look like    “Birthday paradox” question: is there a bin with at least balls How many of the bins are empty? How many balls are in the fullest...
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Báo cáo y học: " Effects of cyclophosphamide on pulmonary function in patients with scleroderma and interstitial lung disease: a systematic review and meta-analysis of randomized controlled trials and observational prospective cohort studies" ppt

Báo cáo y học:
... examined the benefit of CYC on lung function as measured by pulmonary function tests by conducting a systematic review and meta-analysis of randomized clinical trials and prospective observational ... conceived the study and participated in its design, coordination, data acquisition and analysis, and in manuscript preparation CPW and ELM participated in the study design, data acquisition and ... and analysis, and in manuscript preparation PJE participated in data acquisition and in manuscript preparation All authors read and approved the final manuscript Additional files The following Additional...
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Algorithms and performance analysis for indoor location tracking systems

Algorithms and performance analysis for indoor location tracking systems
... opportunities for the realization of cost-effective practical indoor location tracking systems 1.2 Overview of Existing Indoor Location Tracking Systems In this chapter, we classify the practical indoor tracking ... propagation before and after fusion for Trial 92 6.5 Tracking paths before and after fusion for Trial 93 xii LIST OF FIGURES 6.6 Temporal error propagation before and after fusion for Trial ... fusion for Trial 94 6.7 Tracking paths before and after fusion for Trial 95 6.8 Average tracking errors before and after fusion for 18 experimental trials for Scenario 2, using one...
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Static and Dynamic Analysis of Space frames

Static and Dynamic Analysis  of Space frames
... result list of load cases, superposition files and influence lines 3.64 Version 8.38.03 • • • • Use of combination codes “SupOrX” and “SupAndX” for superposition files corrected New command “PLSCFAC” ... to choose between E- and Fformat of the written values Information about units added to the plot file of the action PlInfl, screen plot Results/ PlInfl and to the list file of the action DoList/Influence ... new program release! 1.2 Unit dependency of Import/Export of RM2000 Export and Import of RM2000 database is now UNIT dependent! In this case: • • Import of PARTIAL project, created by RM2000 Version...
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Static and Dynamic Analysis of Spaceframes

Static and Dynamic Analysis  of Spaceframes
... Disclaimer and Copyright Disclaimer Much time and effort have gone into the development and documentation of RM2000 and GP2000 The programs have been thoroughly tested and used The user accepts and ... the two load sets and the two loading cases (e.g.: L.C is a UDL of 10kN/m from Elem to Elem 20 and L.C is a Settlement of 0.001m at the beginning of element 1200.) Choose AddCon and insert the ‘Additional ... the program and the documentation remain with TDV Austria Use of the program and the documentation is restricted to the licensed users Unlicensed use of the program or reproduction of the documentation...
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SAP2000® Linear and Nonlinear Static and Dynamic Analysis and Design of Three-Dimensional Structures

SAP2000®  Linear and Nonlinear  Static and Dynamic  Analysis and Design  of  Three-Dimensional Structures
... used in the analysis The message in Figure 37 indicates that the analysis and design sections are different The goal is to repeat the analysis and design process until the analysis and design sections ... Click the Design menu > Steel Frame Design > Start Design/ Check of Structure command or the Start Steel Design/ Check of Structure button, to start the steel frame design process The program designs ... the analysis is complete, click the OK button to close the analysis window Click the Design menu > Steel Frame Design > Start Design/ Check of Structure command or the Start Steel Design/ Check of...
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Statistics, Probability and Noise

Statistics, Probability and Noise
... between and 255 millivolts become digitized into digital numbers between and 255 The pmf of this digital Chapter 2- Statistics, Probability and Noise 10000 0.060 b Probability Mass Function (pmf) Probability ... replacement provides a more accurate Chapter 2- Statistics, Probability and Noise 8 a Changing mean and standard deviation b Changing mean, constant standard deviation 4 Amplitude Amplitude 19 -2 ... 2-2 shows the relationship between the standard deviation and the peak-to-peak value of several common waveforms Chapter 2- Statistics, Probability and Noise b Triangle wave, Vpp = 12 F a Square...
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A pragmatics and conversation analysis perspective

A pragmatics and conversation analysis perspective
... basis of pragmatics and CA in English and Vietnamese The combination of pragmatics and CA takes advantage of the strengths and reduces the limitations of each approach 6.2 Data from questionnaires ... analyzed as part and parcel As Cameron (2002: 53) puts it: Any given instance of language use is analysed as part of a whole social situation; more generally, ways of using and understanding language ... English and Vietnamese Elicited data and recorded excerpts of mundane everyday talks have been investigated and analyzed within the frameworks of pragmatic theories and CA 6.3 Similarities and differences...
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