array(35) { ["id"]=> string(4) "1838" ["type"]=> string(6) "course" ["title"]=> string(75) "产品众筹项目能否成功?—基于机器学习方法的预测研究" ["subtitle"]=> string(0) "" ["creator"]=> array(6) { ["id"]=> string(1) "8" ["nickname"]=> string(7) "mingzhu" ["title"]=> string(6) "教师" ["uuid"]=> string(40) "66f930e6f2d349b45f48f24e125e05d3a92fb8d1" ["destroyed"]=> string(1) "0" ["avatar"]=> array(3) { ["small"]=> string(76) "http://www.chinadatacase.com/files/default/2021/11-26/09105602405b816729.png" ["middle"]=> string(76) "http://www.chinadatacase.com/files/default/2021/11-26/091056023132077454.png" ["large"]=> string(76) "http://www.chinadatacase.com/files/default/2021/11-26/0910560220f8152273.png" } } ["showable"]=> string(1) "1" ["buyable"]=> string(1) "1" ["summary"]=> string(668) "

识别影响产品众筹项目能否成功的关键因素,获得评估项目能否成功的有效预测模型,对于提高众筹项目成功率、降低投资者风险具有重要意义。本案例基于京东众筹平台上9698个产品众筹项目的数据集,使用CART、XGBoost、随机森林和LCE四个模型,探究产品众筹项目能否成功与14个属性变量间的关系,训练最优的预测模型。结果表明,项目的支持人数、各档位最大金额和目标金额是影响项目成功与否的重要因素,XGBoost模型具有最高的预测准确性,该模型为评估未来的产品众筹项目提供了模型支持。

" ["minPrice"]=> string(4) "0.00" ["maxPrice"]=> string(4) "0.00" ["discountId"]=> string(1) "0" ["images"]=> array(3) { ["large"]=> string(75) "http://www.chinadatacase.com/files/course/2024/09-25/1413437e2703298584.png" ["middle"]=> string(75) "http://www.chinadatacase.com/files/course/2024/09-25/1413437e32f3886881.png" ["small"]=> string(75) "http://www.chinadatacase.com/files/course/2024/09-25/1413437e38a4826503.png" } ["ratingNum"]=> string(1) "0" ["rating"]=> string(1) "0" ["hitNum"]=> string(3) "489" ["hotSeq"]=> string(1) "0" ["maxPriceObj"]=> array(2) { ["currency"]=> string(3) "RMB" ["amount"]=> string(4) "0.00" } ["minPriceObj"]=> array(2) { ["currency"]=> string(3) "RMB" ["amount"]=> string(4) "0.00" } ["minDisplayPrice"]=> string(4) "0.00" ["maxDisplayPrice"]=> string(4) "0.00" ["minDisplayPriceObj"]=> array(2) { ["currency"]=> string(3) "RMB" ["amount"]=> string(4) "0.00" } ["maxDisplayPriceObj"]=> array(2) { ["currency"]=> string(3) "RMB" ["amount"]=> string(4) "0.00" } ["canManage"]=> bool(false) ["peopleShowNum"]=> string(3) "124" ["isMember"]=> bool(false) ["status"]=> string(9) "published" ["orgId"]=> string(1) "1" ["orgCode"]=> string(2) "1." ["recommendWeight"]=> string(1) "0" ["recommendedTime"]=> string(1) "0" ["createdTime"]=> string(25) "2023-10-18T17:27:01+08:00" ["updatedTime"]=> string(25) "2025-12-10T15:42:53+08:00" ["product"]=> array(7) { ["id"]=> string(4) "1838" ["targetType"]=> string(6) "course" ["title"]=> string(75) "产品众筹项目能否成功?—基于机器学习方法的预测研究" ["owner"]=> string(1) "8" ["createdTime"]=> string(10) "1697621221" ["updatedTime"]=> string(10) "1727244826" ["target"]=> array(17) { ["id"]=> string(4) "1938" ["type"]=> string(6) "normal" ["title"]=> string(75) "产品众筹项目能否成功?—基于机器学习方法的预测研究" ["subtitle"]=> string(0) "" ["summary"]=> string(668) "

识别影响产品众筹项目能否成功的关键因素,获得评估项目能否成功的有效预测模型,对于提高众筹项目成功率、降低投资者风险具有重要意义。本案例基于京东众筹平台上9698个产品众筹项目的数据集,使用CART、XGBoost、随机森林和LCE四个模型,探究产品众筹项目能否成功与14个属性变量间的关系,训练最优的预测模型。结果表明,项目的支持人数、各档位最大金额和目标金额是影响项目成功与否的重要因素,XGBoost模型具有最高的预测准确性,该模型为评估未来的产品众筹项目提供了模型支持。

" ["cover"]=> array(3) { ["large"]=> string(75) "http://www.chinadatacase.com/files/course/2024/09-25/1413437e2703298584.png" ["middle"]=> string(75) "http://www.chinadatacase.com/files/course/2024/09-25/1413437e32f3886881.png" ["small"]=> string(75) "http://www.chinadatacase.com/files/course/2024/09-25/1413437e38a4826503.png" } ["status"]=> string(9) "published" ["studentNum"]=> string(3) "124" ["discountType"]=> string(8) "discount" ["discount"]=> string(2) "10" ["minCoursePrice"]=> string(4) "0.00" ["maxCoursePrice"]=> string(4) "0.00" ["defaultCourseId"]=> string(4) "1961" ["productId"]=> string(4) "1838" ["goodsId"]=> string(4) "1838" ["minCoursePrice2"]=> array(2) { ["currency"]=> string(3) "RMB" ["amount"]=> string(4) "0.00" } ["maxCoursePrice2"]=> array(2) { ["currency"]=> string(3) "RMB" ["amount"]=> string(4) "0.00" } } } ["extensions"]=> array(3) { [0]=> string(8) "teachers" [1]=> string(14) "recommendGoods" [2]=> string(10) "isFavorite" } ["specs"]=> array(1) { [0]=> array(26) { ["id"]=> string(4) "1861" ["goodsId"]=> string(4) "1838" ["targetId"]=> string(4) "1961" ["title"]=> string(0) "" ["seq"]=> string(1) "1" ["status"]=> string(9) "published" ["price"]=> string(4) "0.00" ["coinPrice"]=> string(4) "0.00" ["usageMode"]=> string(7) "forever" ["usageDays"]=> string(1) "0" ["usageStartTime"]=> string(1) "0" ["usageEndTime"]=> string(1) "0" ["buyableStartTime"]=> string(1) "0" ["buyableEndTime"]=> string(1) "0" ["buyableMode"]=> NULL ["buyable"]=> string(1) "1" ["maxJoinNum"]=> string(1) "0" ["services"]=> array(0) { } ["priceObj"]=> array(2) { ["currency"]=> string(3) "RMB" ["amount"]=> string(4) "0.00" } ["displayPrice"]=> string(4) "0.00" ["displayPriceObj"]=> array(2) { ["currency"]=> string(3) "RMB" ["amount"]=> string(4) "0.00" } ["isMember"]=> bool(false) ["access"]=> array(2) { ["code"]=> string(14) "user.not_login" ["msg"]=> string(15) "用户未登录" } ["hasCertificate"]=> bool(false) ["learnUrl"]=> string(43) "http://www.chinadatacase.com/my/course/1961" ["teachers"]=> array(1) { [0]=> array(6) { ["id"]=> string(1) "8" ["nickname"]=> string(7) "mingzhu" ["title"]=> string(6) "教师" ["uuid"]=> string(40) "66f930e6f2d349b45f48f24e125e05d3a92fb8d1" ["destroyed"]=> string(1) "0" ["avatar"]=> array(3) { ["small"]=> string(76) "http://www.chinadatacase.com/files/default/2021/11-26/09105602405b816729.png" ["middle"]=> string(76) "http://www.chinadatacase.com/files/default/2021/11-26/091056023132077454.png" ["large"]=> string(76) "http://www.chinadatacase.com/files/default/2021/11-26/0910560220f8152273.png" } } } } } } 产品众筹项目能否成功?—基于机器学习方法的预测研究 - 中国经管实验教学案例平台