CS346: Advanced Databases Graham Cormode [email protected] Term 2.
Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min...
53
Transcript of Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min...
![Page 1: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/1.jpg)
![Page 2: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/2.jpg)
![Page 3: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/3.jpg)
![Page 4: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/4.jpg)
![Page 5: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/5.jpg)
![Page 6: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/6.jpg)
![Page 7: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/7.jpg)
![Page 8: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/8.jpg)
![Page 9: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/9.jpg)
![Page 10: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/10.jpg)
![Page 11: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/11.jpg)
![Page 12: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/12.jpg)
![Page 13: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/13.jpg)
![Page 14: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/14.jpg)
![Page 15: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/15.jpg)
![Page 16: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/16.jpg)
![Page 17: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/17.jpg)
![Page 18: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/18.jpg)
![Page 19: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/19.jpg)
![Page 20: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/20.jpg)
![Page 21: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/21.jpg)
![Page 22: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/22.jpg)
![Page 23: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/23.jpg)
![Page 24: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/24.jpg)
![Page 25: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/25.jpg)
![Page 26: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/26.jpg)
![Page 27: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/27.jpg)
![Page 28: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/28.jpg)
![Page 29: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/29.jpg)
![Page 30: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/30.jpg)
![Page 31: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/31.jpg)
![Page 32: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/32.jpg)
![Page 33: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/33.jpg)
![Page 34: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/34.jpg)
![Page 35: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/35.jpg)
![Page 36: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/36.jpg)
![Page 37: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/37.jpg)
![Page 38: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/38.jpg)
![Page 39: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/39.jpg)
![Page 40: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/40.jpg)
![Page 41: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/41.jpg)
![Page 42: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/42.jpg)
![Page 43: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/43.jpg)
![Page 44: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/44.jpg)
![Page 45: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/45.jpg)
![Page 46: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/46.jpg)
![Page 47: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/47.jpg)
![Page 48: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/48.jpg)
![Page 49: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/49.jpg)
![Page 50: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/50.jpg)
![Page 51: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/51.jpg)
![Page 52: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/52.jpg)
![Page 53: Microsoft...Machine Learning 6789 10 Easy to do using linear space Sub-linear space ? Count-Min [Cormode-Muthukrishan'04]; cf. [Estan-Varghese'02,Fan et al'00] Basic algorithm: —](https://reader033.fdocuments.in/reader033/viewer/2022060419/5f16d8905479245d713ae560/html5/thumbnails/53.jpg)