ds ppt.pptx linear probing in data structures with c language

sk8815809 14 views 11 slides Jun 07, 2024
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Exploring Linear Probing

NAME : P.SAI KUMAR ROLL NO : 238R1A0446 SUBJECT : DATA STRUCTURES BRANCH : ECE-A d

Efficient Data Retrieval I n t h i s p r e s e n t a t i o n , w e w il l e x p l o r e t h e c o n c e p t o f li n e a r p r o b i n g f o r e f fi c i e n t d a t a r e t r i e v a l i n h a s h t a b l e s . W e w il l d i s c u s s i t s a d v a n t a g e s a n d c h a ll e n g e s .

Lin e ar p r obing is a c ollision r esolution t e c hnique used in hash tables. When a c ollision o c cu r s, the algo r ithm s e a r c hes f or the n e xt a v ailable slot b y m o ving lin e a r ly th r ough the table. This p r o c ess c ontinues until an emp t y slot is f ound. L i n e a r P r o b i n g Overview

Advantages of Linear Probing L i n e a r p r o b i n g h a s a s i m p l e i m p l e m e n t a t i o n a n d r e q u i r e s m i n i m a l a dd i t i o n a l m e m o r y . I t a l s o e x h i b i t s g oo d c a c h e p e r f o r m a n c e d u e t o sequential memory access .

Challenges of Linear Probing O n e o f t h e m a i n c h a ll e n g e s o f li n e a r p r o b i n g i s c l u s t e r i n g , w h e r e c o n s e c u t i v e s l o t s b e c o m e fi ll e d , l e a d i n g t o p e r f o r m a n c e d e g r a d a t i o n . A dd i t i o n a ll y , t h e primary clustering issue can result in increased search times.

Op t i m i z i n g L i n e a r P r o b i n g T o a dd r e s s c l u s t e r i n g , t e c hn i q u e s s u c h a s d ou b l e h a s h i n g o r q u a d r a t i c p r o b i n g c a n b e u s e d t o i m p r o v e t h e p e r f o r m a n c e o f li n e a r p r o b i n g . T h e s e m e t h o d s a i m t o r e d u c e c l u s t e r i n g a n d i m p r o v e t h e o v e r a l l e f fi c i e n c y o f d a t a r e t r i e v a l .

Lin e ar p r obing is c ommonly used in open a dd r essin g s c hemes f or implementing hash tables. It is empl o y ed in v a r ious applications, including databases , c ompilers , and n e t w o r k r ou t ers f or efficient data storage and retrieval. Real-World A pp li c a t i o n s

Best Practices W h e n i m p l e m e n t i n g li n e a r p r o b i n g , i t i s e ss e n t i a l t o c a r e f u ll y c h oo s e t h e h a s h f u n c t i o n a n d h a n d l e d e l e t i o n o p e r a t i o n s e f f e c t i v e l y t o m a i n t a i n optimal performance. Understanding t h e t r a d e - o f f s a n d li m i t a t i o n s i s c r u c i a l f o r s u cc e ss f u l u t ili z a t i o n .

C o n c l u s i o n I n c o n c l u s i o n , li n e a r p r o b i n g i s a v al u a b l e technique for efficient data retrieval in hash tables, offering a balance of simplicity and performance. By understanding its advantages, challenges, and optimizations, we can leverage it effectively in various real-world applications.

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