Novel Recommendation based on Personal Popularity Tendency

Jinoh Oh, Sun Park, Hwanjo Yu
Department of Computer Science and Engineering, POSTECH
Min Song
Information Systems, New Jersey Institute of Technology
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Top 10 Recommendation

ItemRank Gross Tangent Gross PPTM Gross
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Princess Bride, The (1987) 21,277,649
Princess Bride, The (1987) 21,277,649 Princess Bride, The (1987) 21,277,649 Godfather: Part II, The (1974) 87,973,000
Godfather: Part II, The (1974) 87,973,000 Boot, Das (1981) 11,433,134 Aliens (1986) 121,385,096
Amadeus (1984) 23,401,401 Amadeus (1984) 23,401,401 Brazil (1985) 6,500,000
Blade Runner (1982) 1,445,283 Full Monty, The (1997) 45,857,453 Apocalypse Now (1979) 42,606,290
Apocalypse Now (1979) 42,606,290 Blade Runner (1982) 1,445,283 Boot, Das (1981) 11,433,134
2001: A Space Odyssey (1968) 25,761,621 Alien (1979) 42,285,739 Reservoir Dogs (1992) 2,687,008
Alien (1979) 42,285,739 Sense and Sensibility (1995) 62,493,774 E.T. the Extra-Terrestrial (1982) 259,597,332
Lawrence of Arabia (1962) 20,652,481 Godfather: Part II, The (1974) 87,973,000 Singin' in the Rain (1952) 7,665,000
E.T. the Extra-Terrestrial (1982) 259,597,332 2001: A Space Odyssey (1968) 25,761,621 Great Dictator, The (1940) 395,872
Average 125,685,446 Average 105,378,271 Average 56,152,038

Fig1. The recommended item's distribution by each method top10

Fig2. The recommended item's distribution by PPTM



Fig3. The difference of recommended item's distribution and feedbacks distribution

Fig4. The difference of recommended item's distribution and feedbackss distrigution

Watching List

Title Gross
Grifters, The (1990) 13,446,769
Red Rock West (1992) 2,502,551
Delicatessen (1991) 1,794,187
Citizen Kane (1941) 1,640,769
Hoop Dreams (1994) 7,830,611
Speed (1994) 121,248,145
Rear Window (1954) 6,759,601
Addams Family Values (1993) 72,214,043
When Harry Met Sally... (1989) 134,613,546
Devil in a Blue Dress (1995) 16,030,096
Roman Holiday (1953) 8,000,000
Raising Arizona (1987) 22,847,564
From Dusk Till Dawn (1996) 45,553,840
True Romance (1993) 12,281,500
Swimming with Sharks (1995) 376,928
Get on the Bus (1996) 5,731,103
Bonnie and Clyde (1967) 72,800,000
Good Will Hunting (1997) 192,328,280
Return of the Jedi (1983) 500,773,409
Breakfast at Tiffany's (1961) 15,500,000
Cat on a Hot Tin Roof (1958) 26,355,486
This Is Spinal Tap (1984) 188,751
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Killing Fields, The (1984) 50,509,720
Clockwork Orange, A (1971) 38,589,355
Carrie (1976) 49,007,514
So I Married an Axe Murderer (1993) 11,585,483
Forrest Gump (1994) 485,691,196
Once Upon a Time in America (1984) 7,800,000
Richard III (1995) 2,600,000
Cape Fear (1991) 118,590,000
Taxi Driver (1976) 33,669,000
Indiana Jones and the Last Crusade (1989) 312,671,806
Psycho (1960) 43,200,000
Casablanca (1942) 5,806,467
Monty Python's Life of Brian (1979) 646,124
Basketball Diaries, The (1995) 2,424,439
Courage Under Fire (1996) 87,335,823
Paths of Glory (1957) 899,327
Raging Bull (1980) 49,034
L.A. Confidential (1997) 64,604,977
Apollo 13 (1995) 94,378,651
Gandhi (1982) 77,737,889
Once Upon a Time in the West (1969) 5,321,508
Dial M for Murder (1954) 3,012,562
Leaving Las Vegas (1995) 31,968,347
Braveheart (1995) 110,286,945
Pump Up the Volume (1990) 11,541,758
Terminator 2: Judgment Day (1991) 207,064,802
Shanghai Triad (Yao a yao yao dao waipo qiao) (1995) 2,300,000
Dazed and Confused (1993) 7,993,039
Eat Drink Man Woman (1994) 7,294,403
While You Were Sleeping (1995) 119,964,016
Celluloid Closet, The (1995) 1,507,800
Cop Land (1997) 64,207,716
Pulp Fiction (1994) 84,022,201
Short Cuts (1993) 6,110,979
Wedding Singer, The (1998) 114,729,850
Hunt for Red October, The (1990) 179,209,868
Candidate, The (1972) 82,274
Annie Hall (1977) 57,253,791
Piano, The (1993) 40,158,000
Happy Gilmore (1996) 38,624,000
Much Ado About Nothing (1993) 22,551,000
Monty Python and the Holy Grail (1974) 1,821,082
Scream (1996) 103,001,286
GoodFellas (1990) 67,336,394
Vertigo (1958) 7,024,928
Bob Roberts (1992) 4,479,470
Aladdin (1992) 328,782,825
Toy Story (1995) 133,344,903
Contact (1997) 149,887,543
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Notorious (1946) 12,800,000
Full Metal Jacket (1987) 69,057,676
Mighty Aphrodite (1995) 6,700,000
Quiz Show (1994) 24,822,619
Four Weddings and a Funeral (1994) 75,888,832
Crooklyn (1994) 13,640,000
English Patient, The (1996) 111,415,132
Shawshank Redemption, The (1994) 28,341,469
Bringing Up Baby (1938) 10,863
Silence of the Lambs, The (1991) 137,332,208
Good, The Bad and The Ugly, The (1966) 19,000,000
Empire Strikes Back, The (1980) 225,554,189
Spellbound (1945) 11,970,500
Godfather, The (1972) 291,702,411
Heavenly Creatures (1994) 3,049,135
It's a Wonderful Life (1946) 3,548,018
In the Name of the Father (1993) 25,096,862
Searching for Bobby Fischer (1993) 7,266,383
Wild Bunch, The (1969) 5,330,535
Crimson Tide (1995) 135,266,000
Smoke (1995) 8,349,430
Manchurian Candidate, The (1962) 4,180,630
Charade (1963) 6,209,420
Touch of Evil (1958) 2,237,659
Fargo (1996) 24,611,975
Lone Star (1996) 13,269,963
Casino (1995) 62,726,000
Dead Man Walking (1995) 39,025,000
Matilda (1996) 33,084,249
Othello (1995) 2,112,951
To Kill a Mockingbird (1962) 20,629,846
Titanic (1997) 600,779,824
All About Eve (1950) 4,210,177
Sling Blade (1996) 24,475,416
Twelve Monkeys (1995) 82,512,000
Shallow Grave (1994) 2,881,508
Unforgiven (1992) 119,081,912
Young Frankenstein (1974) 125,123,000
Flirting With Disaster (1996) 14,891,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Back to the Future (1985) 303,398,294
Pillow Book, The (1995) 2,293,037
North by Northwest (1959) 19,977,527
8 Heads in a Duffel Bag (1997) 3,559,990
Cinema Paradiso (1988) 392,045
Usual Suspects, The (1995) 1,120,000
Clueless (1995) 75,525,013
Chinatown (1974) 42,400,000
Ran (1985) 113,948
Trainspotting (1996) 16,501,785
Schindler's List (1993) 140,409,248
Cool Hand Luke (1967) 7,300,000
Grosse Pointe Blank (1997) 28,014,536
Circle of Friends (1995) 23,397,365
Stand by Me (1986) 69,411,304
Seven (Se7en) (1995) 143,225,000
Average 63,204,661
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