| Introduction / 1： |
| Perfect, or Close Enough / 1.1： |
| Automatic Failure Reporting / 1.2： |
| The Next Step Forward / 1.3： |
| Cooperative Bug Isolation / 1.4： |
| Instrumentation Framework / 2： |
| Basic Instrumentation Strategy / 2.1： |
| Sampling the Bernoulli Way / 2.1.1： |
| From Blocks to Functions / 2.1.2： |
| Interprocedural Issues / 2.1.3： |
| Instrumentation Schemes for Distributed Debugging / 2.2： |
| Issues in Remote Sampling / 2.2.1： |
| Counter-Based Instrumentation Schemes / 2.2.2： |
| Additional Instrumentation Schemes / 2.2.3： |
| Performance and Optimizations / 2.3： |
| Static Branch Prediction / 2.3.1： |
| Weightless Functions / 2.3.2： |
| Empty and Singleton Regions / 2.3.3： |
| Local Countdown Caching / 2.3.4： |
| Random Countdown Generation / 2.3.5： |
| Path Balancing / 2.3.6： |
| Statically Selective Sampling / 2.3.7： |
| Optimization Recap / 2.3.8： |
| Adaptive Sampling / 2.4： |
| Nonuniformity Via Multiple Countdowns / 2.4.1： |
| Nonuniformity Via Non-Unit Site Weights / 2.4.2： |
| Policy Notes / 2.4.3： |
| Realistic Sampling Rates / 2.5： |
| Practical Considerations / 3： |
| Native Compiler Integration / 3.1： |
| Static Site Information / 3.1.1： |
| Libraries and Plugins / 3.2： |
| Threads / 3.3： |
| Next-Sample Countdown / 3.3.1： |
| Predicate Counters / 3.3.2： |
| Compilation Unit Registry and Report File / 3.3.3： |
| Time Stamp Clock / 3.3.4： |
| Performance Evaluation / 3.3.5： |
| Privacy and Security / 3.4： |
| User Interaction / 3.5： |
| Status of the Public Deployment / 3.6： |
| Resource Requirements / 3.6.1： |
| Reporting Trends / 3.6.2： |
| Techniques for Statistical Debugging / 4： |
| Notation and Terminology / 4.1： |
| Predicate Elimination / 4.2： |
| Instrumentation Strategy / 4.2.1： |
| Elimination Strategies / 4.2.2： |
| Data Collection and Analysis / 4.2.3： |
| Refinement over time / 4.2.4： |
| Performance Impact / 4.2.5： |
| Limitations and Insights / 4.2.6： |
| Regularized Logistic Regression / 4.3： |
| Crash Prediction Using Logistic Regression / 4.3.1： |
| Moss: A Multiple-Bug Challenge / 4.3.2： |
| Nonuniform Sampling / 4.4.1： |
| Analysis Results / 4.4.2： |
| Iterative Bug Isolation and Elimination / 4.5： |
| Increase Scores / 4.5.1： |
| Statistical Interpretation / 4.5.2： |
| Balancing Specificity and Sensitivity / 4.5.3： |
| Redundancy Elimination / 4.5.4： |
| Case Studies / 4.6： |
| Moss / 4.6.1： |
| CCRYPT / 4.6.2： |
| BC / 4.6.3： |
| EXIF / 4.6.4： |
| Rhythmbox / 4.6.5： |
| Related Work / 5： |
| Static Analysis / 5.1： |
| Profiling and Tracing / 5.2： |
| Dynamic Analysis / 5.3： |
| Conclusion / 6： |
| References |
| Introduction / 1： |
| Perfect, or Close Enough / 1.1： |
| Automatic Failure Reporting / 1.2： |
ＥＢ
