/**
* 知名学者数据库
* AI/ML 领域的顶级学者
*/
export interface TopAuthorInfo {
name: string;
field: string[]; // 研究领域
affiliation: string;
hIndex?: number; // 估计的 h-index
notableWorks?: string[]; // 代表作
aliases?: string[]; // 别名
}
/**
* 深度学习领域顶级学者
*/
export const DEEP_LEARNING_PIONEERS: TopAuthorInfo[] = [
{
name: 'Geoffrey Hinton',
field: ['Deep Learning', 'Neural Networks'],
affiliation: 'Google DeepMind',
hIndex: 180,
notableWorks: ['Backpropagation', 'Capsule Networks', 'Dropout'],
aliases: ['Geoff Hinton']
},
{
name: 'Yann LeCun',
field: ['Deep Learning', 'Computer Vision'],
affiliation: 'Meta AI',
hIndex: 170,
notableWorks: ['CNN', 'LeNet'],
aliases: []
},
{
name: 'Yoshua Bengio',
field: ['Deep Learning', 'NLP'],
affiliation: 'Mila',
hIndex: 160,
notableWorks: ['Attention Mechanism', 'GAN'],
aliases: []
},
{
name: 'Andrew Ng',
field: ['Machine Learning', 'Deep Learning'],
affiliation: 'Stanford University',
hIndex: 150,
notableWorks: ['Coursera ML', 'Google Brain'],
aliases: []
},
{
name: 'Ian Goodfellow',
field: ['Deep Learning', 'Adversarial ML'],
affiliation: 'Google DeepMind',
hIndex: 120,
notableWorks: ['GAN'],
aliases: []
},
];
/**
* NLP 领域顶级学者
*/
export const NLP_PIONEERS: TopAuthorInfo[] = [
{
name: 'Ashish Vaswani',
field: ['NLP', 'Transformers'],
affiliation: 'Google Brain',
hIndex: 80,
notableWorks: ['Attention Is All You Need'],
aliases: []
},
{
name: 'Jacob Devlin',
field: ['NLP'],
affiliation: 'Google',
hIndex: 90,
notableWorks: ['BERT'],
aliases: []
},
{
name: 'Ilya Sutskever',
field: ['Deep Learning', 'NLP'],
affiliation: 'OpenAI',
hIndex: 130,
notableWorks: ['GPT', 'Sequence to Sequence'],
aliases: []
},
{
name: 'Christopher Manning',
field: ['NLP'],
affiliation: 'Stanford University',
hIndex: 140,
notableWorks: ['Stanford NLP'],
aliases: ['Chris Manning']
},
];
/**
* 计算机视觉领域顶级学者
*/
export const CV_PIONEERS: TopAuthorInfo[] = [
{
name: 'Kaiming He',
field: ['Computer Vision', 'Deep Learning'],
affiliation: 'Meta AI',
hIndex: 110,
notableWorks: ['ResNet', 'Mask R-CNN'],
aliases: []
},
{
name: 'Ross Girshick',
field: ['Computer Vision'],
affiliation: 'Meta AI',
hIndex: 100,
notableWorks: ['R-CNN', 'Fast R-CNN'],
aliases: []
},
{
name: 'Jitendra Malik',
field: ['Computer Vision'],
affiliation: 'UC Berkeley',
hIndex: 150,
notableWorks: ['Image Segmentation'],
aliases: []
},
{
name: 'Fei-Fei Li',
field: ['Computer Vision', 'AI'],
affiliation: 'Stanford University',
hIndex: 130,
notableWorks: ['ImageNet'],
aliases: []
},
];
/**
* 强化学习领域顶级学者
*/
export const RL_PIONEERS: TopAuthorInfo[] = [
{
name: 'Richard Sutton',
field: ['Reinforcement Learning'],
affiliation: 'University of Alberta',
hIndex: 120,
notableWorks: ['RL: An Introduction'],
aliases: ['Rich Sutton']
},
{
name: 'David Silver',
field: ['Reinforcement Learning'],
affiliation: 'Google DeepMind',
hIndex: 100,
notableWorks: ['AlphaGo', 'AlphaZero'],
aliases: []
},
{
name: 'Sergey Levine',
field: ['Reinforcement Learning', 'Robotics'],
affiliation: 'UC Berkeley',
hIndex: 95,
notableWorks: ['Deep RL for Robotics'],
aliases: []
},
];
/**
* 中国顶级学者
*/
export const CHINESE_PIONEERS: TopAuthorInfo[] = [
{
name: 'Jian Sun',
field: ['Computer Vision', 'Deep Learning'],
affiliation: 'Megvii',
hIndex: 110,
notableWorks: ['ResNet'],
aliases: ['孙剑']
},
{
name: 'Xiaogang Wang',
field: ['Computer Vision'],
affiliation: 'Chinese University of Hong Kong',
hIndex: 100,
notableWorks: [],
aliases: ['王晓刚']
},
{
name: 'Hang Li',
field: ['NLP', 'Machine Learning'],
affiliation: 'ByteDance',
hIndex: 90,
notableWorks: [],
aliases: ['李航']
},
];
/**
* 所有顶级学者
*/
export const ALL_TOP_AUTHORS = [
...DEEP_LEARNING_PIONEERS,
...NLP_PIONEERS,
...CV_PIONEERS,
...RL_PIONEERS,
...CHINESE_PIONEERS
];
/**
* 根据作者名称查找学者信息
*/
export function findTopAuthor(name: string): TopAuthorInfo | null {
const normalizedName = name.toLowerCase().trim();
for (const author of ALL_TOP_AUTHORS) {
// 检查主名称
if (author.name.toLowerCase() === normalizedName) {
return author;
}
// 检查别名
if (author.aliases) {
for (const alias of author.aliases) {
if (alias.toLowerCase() === normalizedName) {
return author;
}
}
}
// 姓氏匹配（简化版）
const lastName = author.name.split(' ').pop()?.toLowerCase();
if (lastName && normalizedName.includes(lastName)) {
return author;
}
}
return null;
}
/**
* 判断是否为顶级学者
*/
export function isTopAuthor(name: string): boolean {
return findTopAuthor(name) !== null;
}
/**
* 获取作者的估计 h-index
*/
export function getAuthorHIndex(name: string): number | undefined {
const author = findTopAuthor(name);
return author?.hIndex;
}
/**
* 根据领域获取顶级学者
*/
export function getTopAuthorsByField(field: string): TopAuthorInfo[] {
const normalizedField = field.toLowerCase();
return ALL_TOP_AUTHORS.filter(author =>
author.field.some(f => f.toLowerCase().includes(normalizedField))
);
}
