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Published at November 25LDACP: Long-Delayed Ad Conversions Prediction Model for Bidding Strategy
Released Date: November 25, 2024
Authors: Peng Cui1, Yiming Yang2, Fusheng Jin1, Siyuan Tang2, Yunli Wang2, Fukang Yang2, Yalong Jia2, Qingpeng Cai2, Fei Pan2, Changcheng Li2, Peng Jiang2
Aff.: 1Beijing Institute of Technology; 2Kuaishou Technology

| Metric | Industry | RM | VR-N | VR-P | ZILN-N | ZILN-P | CREAD-N | CREAD-P | MDME-N | MDME-P | TPM-N | TPM-P | LDACP |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MAPE | Games | 0.9041 | 0.4101 | 0.4160 | 0.3853 | 0.9893 | 0.5032 | 0.3694 | 0.4817 | 0.3464 | 0.3812 | 0.4263 | 0.2746 |
| Media | 0.5065 | 0.3245 | 0.2817 | 0.2815 | 0.5207 | 0.4285 | 0.2689 | 0.2977 | 0.4419 | 0.2778 | 0.3285 | 0.2011 | |
| E-commerce | 0.5157 | 0.3607 | 0.3445 | 0.3309 | 0.7023 | 0.3405 | 0.2892 | 0.3045 | 0.3200 | 0.4333 | 0.4099 | 0.2433 | |
| Life Services | 0.5214 | 0.3308 | 0.3041 | 0.3079 | 0.5411 | 0.3463 | 0.2998 | 0.3260 | 0.3519 | 0.3536 | 0.3899 | 0.2293 | |
| Total | 0.5604 | 0.3436 | 0.3129 | 0.3083 | 0.5395 | 0.4147 | 0.2914 | 0.3266 | 0.3554 | 0.3262 | 0.3453 | 0.2228 | |
| CR | Games | 24.31% | 33.37% | 42.18% | 38.54% | 31.16% | 28.85% | 40.77% | 40.58% | 41.84% | 39.89% | 35.92% | 53.08% |
| Media | 27.93% | 42.14% | 56.79% | 52.77% | 42.58% | 35.41% | 56.22% | 55.99% | 56.43% | 55.09% | 47.99% | 65.64% | |
| E-commerce | 33.22% | 45.58% | 49.76% | 52.06% | 40.65% | 47.56% | 54.93% | 52.16% | 51.87% | 47.07% | 49.22% | 59.06% | |
| Life Services | 33.83% | 48.56% | 55.77% | 56.54% | 38.27% | 49.55% | 58.91% | 56.91% | 56.52% | 56.37% | 49.05% | 65.65% | |
| Total | 28.88% | 42.12% | 53.21% | 50.85% | 41.44% | 38.07% | 53.80% | 52.99% | 53.36% | 51.57% | 48.77% | 62.32% |