Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
EliasFano
Search
Shunsuke Kanda
November 30, 2019
Research
1
270
EliasFano
10th StringBeginnersでの発表資料
Shunsuke Kanda
November 30, 2019
Tweet
Share
More Decks by Shunsuke Kanda
See All by Shunsuke Kanda
Leveraging LLMs for Unsupervised Dense Retriever Ranking (SIGIR 2024)
kampersanda
3
420
Lucene/Elasticsearch の Character Filter でユニコード正規化するとトークンのオフセットがズレるバグへの Workaround - Search Engineering Tech Talk 2024 Spring
kampersanda
0
1.5k
Binary and Scalar Embedding Quantization for Significantly Faster & Cheaper Retrieval
kampersanda
3
460
トライとダブル配列の基礎
kampersanda
2
1.6k
Binary search with modern processors
kampersanda
34
14k
AIP Open Seminar #6
kampersanda
0
260
ICDM2020
kampersanda
0
230
SIGSPATIAL20
kampersanda
0
230
Fast Succinct Trie
kampersanda
2
750
Other Decks in Research
See All in Research
When Learned Data Structures Meet Computer Vision
matsui_528
1
1.8k
Tiaccoon: Unified Access Control with Multiple Transports in Container Networks
hiroyaonoe
0
270
情報技術の社会実装に向けた応用と課題:ニュースメディアの事例から / appmech-jsce 2025
upura
0
290
AI in Enterprises - Java and Open Source to the Rescue
ivargrimstad
0
1.1k
ロボット学習における大規模検索技術の展開と応用
denkiwakame
1
180
AIグラフィックデザインの進化:断片から統合(One Piece)へ / From Fragment to One Piece: A Survey on AI-Driven Graphic Design
shunk031
0
580
AWSで実現した大規模日本語VLM学習用データセット "MOMIJI" 構築パイプライン/buiding-momiji
studio_graph
2
1.1k
20251023_くまもと21の会例会_「車1割削減、渋滞半減、公共交通2倍」をめざして.pdf
trafficbrain
0
150
LLM-jp-3 and beyond: Training Large Language Models
odashi
1
740
単施設でできる臨床研究の考え方
shuntaros
0
3.4k
Can AI Generated Ambrotype Chain the Aura of Alternative Process? In SIGGRAPH Asia 2024 Art Papers
toremolo72
0
110
[IBIS 2025] 深層基盤モデルのための強化学習驚きから理論にもとづく納得へ
akifumi_wachi
19
9.1k
Featured
See All Featured
The AI Search Optimization Roadmap by Aleyda Solis
aleyda
1
5k
The Mindset for Success: Future Career Progression
greggifford
PRO
0
200
Thoughts on Productivity
jonyablonski
73
5k
Code Review Best Practice
trishagee
74
19k
Why You Should Never Use an ORM
jnunemaker
PRO
61
9.7k
Winning Ecommerce Organic Search in an AI Era - #searchnstuff2025
aleyda
0
1.8k
Done Done
chrislema
186
16k
Java REST API Framework Comparison - PWX 2021
mraible
34
9k
16th Malabo Montpellier Forum Presentation
akademiya2063
PRO
0
32
How STYLIGHT went responsive
nonsquared
100
6k
Agile that works and the tools we love
rasmusluckow
331
21k
Scaling GitHub
holman
464
140k
Transcript
EliasFano 10th StringBeginners → Kanda →
K and A → K & A → K ampersand A →
⟫ × "$& n '% S[0,n) × i.e.,
S[i-1] ≤ S[i] for each 0 < i < n ⟫ ! × Access / Predecessor / Successor ( × #( 2 0 1 2 3 4 5 6 7 S 2 7 18 28 42 43 44 59 Access(4) = 42 Predecessor(10) = 7 Successor(43) = 44
EliasFano 3 S 2 7 18 28 42 43 44
59 000 000 010 011 101 101 101 111 n = 8 u log $ log % & 010 111 010 100 010 011 100 011 2 1 3 1 1 001 100 110 0 0 0 log H = 110 0 10 10 0 1110 0 10 2 0 1 1 0 0 1 3 ( ) L = 010 111 010 100 010 011 100 011 ()
2" + " log ' ( 4 L
= 010 111 010 100 010 011 100 011 H = 110 0 10 10 0 1110 0 10 0 1 2 3 4 5 6 7 S 2 7 18 28 42 43 44 59 EliasFano log ) " " log ' ( " 2" 2 *+, ( ≈ "
2" + " log ' ( "6 ⟫
[0,u) 2 n (,/ (i.e. 4) -) #. % $*0+3 6 5 S 2 4 5 8 9 0010110011 2 45 89 n 5'& 2 u ' ( 1 5!5 3 log ' (
2" + " log ' ( 4 ⟫
[0,u) 1 n *- +& !, # "'.(2 4 6 S 2 4 4 5 8 9 0010011010001010 2 5 ')( ( / 33 (0)) 44 8 9 n 3%$1 u+n Less than half a bit per element away (Quasi-succinct) 2 log ')( ( ≈ " log ')( (
⟫ Access(i) = S[i] ⟫ Predecessor(x) = max{S[i] :
S[i] ≤ x} ⟫ Successor(x) = min{S[i] : S[i] > x} 7 O(1) O(log $ % ) 0 1 2 3 4 5 6 7 S 2 7 18 28 42 43 44 59 Access(4) = 42 Predecessor(10) = 7 Successor(43) = 44
Access&O(1) $ ⟫ &Access(4) = 42 = 101 0102 8
L = 010 111 010 100 010 011 100 011 H = 110 0 10 10 0 1110 0 10 ① !"# $ % i ! Select1 (4) – 4 = 9 – 4 = 5 = 1012 ② !"# % Select1 (i) – i H Select " o(n) Selectb (H, i)&H i ! b # %
SuccessorO(log $ % ) ⟫ Successor(43) = 44 =
101 1002 9 L = 010 111 010 100 010 011 100 011 H = 110 0 10 10 0 1110 0 10 Select0 (4) = 8 Select0 (5) = 12 log $ % = 3 3 × (Select0 (4) – 4) = 12 3 × (Select0 (5) – 5) = 21 101 0112 5 ② O(&'( ) * ) ① &'( * Select
/6 EliasFano7) ⟫ # (;+' AA ×
10%?*& × =98. " × TRIE 2! × 3<5,4!@: -> 10 10 7 5 0 1 4 8 6 9 3 a t e t a a t e c c 2 $A