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
Air Force One (1997) 250,384,803 Contact (1997) 149,887,543 Air Force One (1997) 250,384,803
Empire Strikes Back, The (1980) 225,554,189 Air Force One (1997) 250,384,803 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 Titanic (1997) 600,779,824 Contact (1997) 149,887,543
Titanic (1997) 600,779,824 Liar Liar (1997) 277,327,280 Princess Bride, The (1987) 21,277,649
Contact (1997) 149,887,543 English Patient, The (1996) 111,415,132 Schindler's List (1993) 140,409,248
Princess Bride, The (1987) 21,277,649 Men in Black (1997) 367,992,228 Apollo 13 (1995) 94,378,651
Schindler's List (1993) 140,409,248 Pulp Fiction (1994) 84,022,201 Alien (1979) 42,285,739
Forrest Gump (1994) 485,691,196 Empire Strikes Back, The (1980) 225,554,189 Spitfire Grill, The (1996) 12,643,776
Back to the Future (1985) 303,398,294 Schindler's List (1993) 140,409,248 Monty Python and the Holy Grail (1974) 1,821,082
Men in Black (1997) 367,992,228 Princess Bride, The (1987) 21,277,649 Empire Strikes Back, The (1980) 225,554,189
Average 262,939,717 Average 222,905,009 Average 102,266,488

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
Jaws 2 (1978) 60,298,023
French Kiss (1995) 38,900,000
Godfather, The (1972) 291,702,411
Remains of the Day, The (1993) 22,954,968
Nick of Time (1995) 7,439,392
Dragonheart (1996) 51,317,350
Roman Holiday (1953) 8,000,000
Home for the Holidays (1995) 17,518,220
Murder in the First (1995) 17,382,000
Boomerang (1992) 104,100,000
Tales from the Crypt Presents: Bordello of Blood (1996) 5,587,855
American President, The (1995) 95,000,000
Eddie (1996) 31,356,117
Up Close and Personal (1996) 74,045,801
Batman Forever (1995) 289,097,904
Grifters, The (1990) 13,446,769
Father of the Bride Part II (1995) 112,794,000
Don Juan DeMarco (1995) 22,200,000
Absolute Power (1997) 73,037,233
Bed of Roses (1996) 19,030,691
Jack and Sarah (1995) 218,626
Grumpier Old Men (1995) 105,662,663
Dances with Wolves (1990) 265,746,848
Milk Money (1994) 18,137,661
Top Gun (1986) 256,050,237
Usual Suspects, The (1995) 1,120,000
True Lies (1994) 226,261,000
I.Q. (1994) 26,372,663
Junior (1994) 56,276,640
Return of the Jedi (1983) 500,773,409
Michael (1996) 144,887,370
GoldenEye (1995) 146,028,496
To Gillian on Her 37th Birthday (1996) 4,137,645
Dead Man Walking (1995) 39,025,000
Die Hard 2 (1990) 120,083,665
Legends of the Fall (1994) 98,628,842
My Fellow Americans (1996) 22,294,341
Full Metal Jacket (1987) 69,057,676
Twelve Monkeys (1995) 82,512,000
Get Shorty (1995) 103,619,110
Clear and Present Danger (1994) 176,112,710
Ransom (1996) 207,758,522
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Unforgettable (1996) 2,780,278
Phenomenon (1996) 155,732,573
Evening Star, The (1996) 12,747,242
Drop Zone (1994) 28,720,380
Ghost (1990) 226,931,306
It's My Party (1995) 616,663
Die Hard: With a Vengeance (1995) 147,009,359
Executive Decision (1996) 93,638,632
Something to Talk About (1995) 75,307,660
Virtuosity (1995) 24,048,000
Jerry Maguire (1996) 228,557,864
James and the Giant Peach (1996) 28,900,101
First Wives Club, The (1996) 150,063,383
Circle of Friends (1995) 23,397,365
Independence Day (ID4) (1996) 483,359,255
Escape from L.A. (1996) 25,477,365
Silence of the Lambs, The (1991) 137,332,208
Romeo Is Bleeding (1993) 3,275,585
Blade Runner (1982) 1,445,283
101 Dalmatians (1996) 197,767,821
Toy Story (1995) 133,344,903
Jaws (1975) 199,275,376
Death and the Maiden (1994) 2,104,000
Twister (1996) 375,152,715
Congo (1995) 113,871,668
Speed (1994) 121,248,145
Faithful (1996) 2,104,000
Batman (1989) 401,685,407
Crimson Tide (1995) 135,266,000
Diabolique (1996) 17,000,000
Only You (1994) 20,042,048
In the Line of Fire (1993) 151,314,283
Psycho (1960) 43,200,000
One Fine Day (1996) 68,829,020
Sleepless in Seattle (1993) 191,463,006
Indiana Jones and the Last Crusade (1989) 312,671,806
Mr. Holland's Opus (1995) 119,078,097
Braveheart (1995) 110,286,945
Outbreak (1995) 99,323,573
Forget Paris (1995) 33,194,500
Under Siege (1992) 120,463,139
It Could Happen to You (1994) 37,800,323
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Pretty Woman (1990) 260,311,268
Scream (1996) 103,001,286
While You Were Sleeping (1995) 119,964,016
Unforgiven (1992) 119,081,912
Mission: Impossible (1996) 274,049,639
Program, The (1993) 23,004,026
Long Kiss Goodnight, The (1996) 33,328,051
Copycat (1995) 32,051,917
Manchurian Candidate, The (1962) 4,180,630
Associate, The (1996) 12,772,657
Multiplicity (1996) 20,101,861
Dante's Peak (1997) 98,728,432
Malice (1993) 67,044,636
Grease (1978) 96,605,260
Anastasia (1997) 83,412,682
Beautician and the Beast, The (1997) 11,454,593
Volcano (1997) 71,496,882
Crossing Guard, The (1995) 832,910
Jungle2Jungle (1997) 81,061,526
Sleepers (1996) 76,705,552
GoodFellas (1990) 67,336,394
Jurassic Park (1993) 563,476,625
Just Cause (1995) 36,853,222
Courage Under Fire (1996) 87,335,823
Tin Cup (1996) 77,003,584
Last Dance (1996) 5,858,000
Speechless (1994) 20,664,501
Broken Arrow (1996) 105,069,070
Waterworld (1995) 130,604,220
Dave (1993) 93,370,710
Dolores Claiborne (1994) 24,361,867
Homeward Bound II: Lost in San Francisco (1996) 32,709,423
Primal Fear (1996) 80,646,667
Murder at 1600 (1997) 25,826,788
Turbulence (1997) 11,466,088
Jack (1996) 84,189,393
Star Wars (1977) 731,853,665
Muriel's Wedding (1994) 15,185,594
Shawshank Redemption, The (1994) 28,341,469
Terminator 2: Judgment Day (1991) 207,064,802
Star Trek: First Contact (1996) 207,001,027
Hunt for Red October, The (1990) 179,209,868
Seven (Se7en) (1995) 143,225,000
Alien 3 (1992) 87,235,600
Substitute, The (1996) 14,752,141
When Harry Met Sally... (1989) 134,613,546
Sabrina (1995) 76,780,029
Cats Don't Dance (1997) 3,562,749
Fargo (1996) 24,611,975
Muppet Treasure Island (1996) 33,609,000
Fled (1996) 17,095,268
Eraser (1996) 147,260,786
Star Trek IV: The Voyage Home (1986) 124,751,249
Average 102,221,625
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