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PAC Learning with Bandit Feedback: Sharp Sample Complexity in the Realizable Setting Algorithms with Polynomially-Improved Approximation Factors for the $2 \rightarrow q$ Norm, and Applications A computational phase transition for learning-to-sample from Ising models Covering vertices by sequential stars Fermi-Dirac machines as quantizations of neurons A Comprehensive Evaluation of Vertex Elimination Algorithms for Algorithmic Differentiation A Tight Bound on Localization of Electrical Flows Optimal Dimension-Free Sampling for Regularized Classification Reducing the Randomness in Partition Oracles for Bounded Degree Minor-Free Graphs Beyond the Half-Approximation: Fair and Efficient Online Class Matching Efficient Uniform Sampling of Surjections via their Profiles Tractable Maximization of Budgeted Phylogenetic Diversity on Networks Utilizing Node Scanwidth Fairness in Aggregation: Optimal Top-$k$ and Improved Full Ranking Learning-Augmented Online Scheduling with Parsimonious Preemption Entropy Equivalence Testing Lumberjack: Better Differentially Private Random Forests through Heavy Hitter Detection in Trees The Secretary Problem with a Stochastic Precursor Polynomial-Time Robust Multiclass Linear Classification under Gaussian Marginals Efficient Banzhaf-Based Data Valuation for $k$-Nearest Neighbors Classification Block-Sphere Vector Quantization An Approximation Algorithm for Graph Label Selection Iterative Chow Filtering for Learning with Distribution Shift Complexity of Non-Log-Concave Sampling in Fisher Information Stochastic Matching via Local Sparsification Finite Sample Bounds for Learning with Score Matching What is Learnable in Valiant's Theory of the Learnable? Provable Quantization with Randomized Hadamard Transform Min-Max Optimization Requires Exponentially Many Queries Fast and Compact Graph Cuts for the Boykov-Kolmogorov Algorithm A proximal gradient algorithm for composite log-concave sampling
Text Indexing and Searching in Sublinear Time
J. Ian Munro, Gonzalo Navarro, Yakov Nekrich · 2017-12-20 · via cs.DS updates on arXiv.org

We introduce the first index that can be built in $o(n)$ time for a text of length $n$, and can also be queried in $o(q)$ time for a pattern of length $q$. On an alphabet of size $σ$, our index uses $O(n\sqrt{\log n\logσ})$ bits, is built in $O(n((\log\log n)^2+\sqrt{\logσ})/\sqrt{\log_σn})$ deterministic time, and computes the number $\mathrm{occ}$ of occurrences of the pattern in time $O(q/\log_σn+\log n)$. Each such occurrence can then be found in $O(\sqrt{\log n\logσ})$ time. By slightly increasing the space and construction time, to $O(n(\sqrt{\log n\logσ}+ \logσ\log^\varepsilon n))$ and $O(n\log^{3/2}σ/\log^{1/2-\varepsilon} n)$, respectively, for any constant $0<\varepsilon<1/2$, we can find the $\mathrm{occ}$ pattern occurrences in time $O(q/\log_σn + \sqrt{\log_σn}\log\log n + \mathrm{occ})$. We build on a novel text sampling based on difference covers, which enjoys properties that allow us efficiently computing longest common prefixes in constant time. We extend our results to the secondary memory model as well, where we give the first construction in $o(\mathit{Sort}(n))$ I/Os of a data structure with suffix array functionality; this data structure supports pattern matching queries with optimal or nearly-optimal cost.