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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Princess Bride, The (1987) 21,277,649
Princess Bride, The (1987) 21,277,649 Toy Story (1995) 133,344,903 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 L.A. Confidential (1997) 64,604,977 Toy Story (1995) 133,344,903
Usual Suspects, The (1995) 1,120,000 Pulp Fiction (1994) 84,022,201 Secrets & Lies (1996) 13,417,292
Toy Story (1995) 133,344,903 Princess Bride, The (1987) 21,277,649 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Dead Man Walking (1995) 39,025,000 Godfather, The (1972) 291,702,411
Forrest Gump (1994) 485,691,196 Chasing Amy (1997) 12,006,514 Rear Window (1954) 6,759,601
Dead Man Walking (1995) 39,025,000 Leaving Las Vegas (1995) 31,968,347 Dead Man Walking (1995) 39,025,000
E.T. the Extra-Terrestrial (1982) 259,597,332 Usual Suspects, The (1995) 1,120,000 Firm, The (1993) 686,502
Average 151,233,266 Average 70,368,397 Average 61,992,215

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
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Shawshank Redemption, The (1994) 28,341,469
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Aladdin (1992) 328,782,825
Full Monty, The (1997) 45,857,453
Casablanca (1942) 5,806,467
Margaret's Museum (1995) 524,963
Little Women (1994) 75,083,616
Big Night (1996) 11,881,039
Sunset Blvd. (1950) 7,500,000
Enchanted April (1991) 13,200,170
Dead Poets Society (1989) 144,288,116
Some Kind of Wonderful (1987) 18,553,948
Secret of Roan Inish, The (1994) 6,101,600
Pump Up the Volume (1990) 11,541,758
First Wives Club, The (1996) 150,063,383
Boogie Nights (1997) 26,384,919
Emma (1996) 22,201,883
When a Man Loves a Woman (1994) 71,968,959
Deconstructing Harry (1997) 10,569,071
Romy and Michele's High School Reunion (1997) 29,205,077
Don Juan DeMarco (1995) 22,200,000
Beauty and the Beast (1991) 94,902,028
My Left Foot (1989) 14,743,391
Persuasion (1995) 5,462,325
Fantasia (1940) 49,310,882
What's Eating Gilbert Grape (1993) 9,170,214
Surviving Picasso (1996) 1,985,001
Michael Collins (1996) 11,085,316
Up in Smoke (1978) 69,890,893
Home for the Holidays (1995) 17,518,220
How to Make an American Quilt (1995) 23,574,130
To Wong Foo, Thanks for Everything! Julie Newmar (1995) 36,475,691
Dave (1993) 93,370,710
Star Wars (1977) 731,853,665
Philadelphia (1993) 114,946,440
Richard III (1995) 2,600,000
English Patient, The (1996) 111,415,132
Grosse Pointe Blank (1997) 28,014,536
Corrina, Corrina (1994) 20,160,000
Circle of Friends (1995) 23,397,365
Dangerous Beauty (1998) 4,530,929
Apt Pupil (1998) 8,838,938
Blade Runner (1982) 1,445,283
Restoration (1995) 4,100,000
Psycho (1960) 43,200,000
Ghost (1990) 226,931,306
Babe (1995) 66,600,000
Love! Valour! Compassion! (1997) 2,874,242
When Harry Met Sally... (1989) 134,613,546
Amadeus (1984) 23,401,401
Bram Stoker's Dracula (1992) 129,722,790
Quiz Show (1994) 24,822,619
Grease (1978) 96,605,260
My Best Friend's Wedding (1997) 185,360,508
Monty Python and the Holy Grail (1974) 1,821,082
On Golden Pond (1981) 80,430,967
Twelfth Night (1996) 551,545
That Thing You Do! (1996) 25,809,813
Cinema Paradiso (1988) 392,045
It's a Wonderful Life (1946) 3,548,018
Madness of King George, The (1994) 15,238,994
Mrs. Doubtfire (1993) 330,200,000
Benny & Joon (1993) 23,202,734
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
French Twist (Gazon maudit) (1995) 1,400,000
2001: A Space Odyssey (1968) 25,761,621
Portrait of a Lady, The (1996) 3,692,836
Titanic (1997) 600,779,824
Schindler's List (1993) 140,409,248
Bob Roberts (1992) 4,479,470
Good Will Hunting (1997) 192,328,280
Dazed and Confused (1993) 7,993,039
Citizen Kane (1941) 1,640,769
Fried Green Tomatoes (1991) 117,503,000
Remains of the Day, The (1993) 22,954,968
Groundhog Day (1993) 103,406,973
In & Out (1997) 63,826,569
House of the Spirits, The (1993) 6,265,311
Kiss Me, Guido (1997) 1,828,284
My Fair Lady (1964) 42,805,000
Farewell My Concubine (1993) 5,216,888
Apocalypse Now (1979) 42,606,290
Raising Arizona (1987) 22,847,564
While You Were Sleeping (1995) 119,964,016
Muriel's Wedding (1994) 15,185,594
Little Buddha (1993) 4,858,139
Shadowlands (1993) 25,842,000
Stand by Me (1986) 69,411,304
Return of the Jedi (1983) 500,773,409
Midnight in the Garden of Good and Evil (1997) 25,078,937
Now and Then (1995) 27,400,000
To Kill a Mockingbird (1962) 20,629,846
Trainspotting (1996) 16,501,785
Empire Strikes Back, The (1980) 225,554,189
Raise the Red Lantern (1991) 2,603,061
Heathers (1989) 1,108,462
Dirty Dancing (1987) 89,171,578
Orlando (1993) 5,289,772
Sense and Sensibility (1995) 62,493,774
Glory (1989) 100,326
Cape Fear (1991) 118,590,000
Batman (1989) 401,685,407
Monty Python's Life of Brian (1979) 646,124
Silence of the Lambs, The (1991) 137,332,208
Pink Floyd - The Wall (1982) 14,844,106
Sleepless in Seattle (1993) 191,463,006
Mrs. Dalloway (1997) 3,263,672
Carrie (1976) 49,007,514
To Live (Huozhe) (1994) 2,332,728
Four Weddings and a Funeral (1994) 75,888,832
In the Name of the Father (1993) 25,096,862
Piano, The (1993) 40,158,000
Top Gun (1986) 256,050,237
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Immortal Beloved (1994) 9,914,409
Miracle on 34th Street (1994) 17,193,886
I.Q. (1994) 26,372,663
Swiss Family Robinson (1960) 20,178,000
Contact (1997) 149,887,543
Much Ado About Nothing (1993) 22,551,000
Mary Poppins (1964) 133,300,000
Boys on the Side (1995) 23,450,000
Unforgiven (1992) 119,081,912
Gone with the Wind (1939) 200,155,278
Willy Wonka and the Chocolate Factory (1971) 4,000,000
As Good As It Gets (1997) 215,563,842
Nightmare Before Christmas, The (1993) 22,782,289
Rob Roy (1995) 31,600,000
Legends of the Fall (1994) 98,628,842
Dances with Wolves (1990) 265,746,848
Better Off Dead... (1985) 10,297,601
Braveheart (1995) 110,286,945
To Die For (1995) 21,284,514
Hoop Dreams (1994) 7,830,611
Average 70,003,332
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