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1. 发明授权

US06560597B1 Concept decomposition using clustering 失效
标题翻译：使用聚类的概念分解
公开(公告)号：US06560597B1
公开(公告)日：2003-05-06
申请号：US09528941
申请日：2000-03-21
申请人： Inderjit Singh Dhillon , Dharmendra Shantilal Modha
发明人： Inderjit Singh Dhillon , Dharmendra Shantilal Modha
IPC分类号： G06F1730
CPC分类号： G06F17/3071 , Y10S707/99934 , Y10S707/99936 , Y10S707/99943
摘要： A system and method operates with a document collection in which documents are represented as normalized document vectors. The document vector space is partitioned into a set of disjoint clusters and a concept vector is computed for each partition, the concept vector comprising the mean vector of all the documents in each partition. Documents are then reassigned to the cluster having their closest concept vector, and a new set of concept vectors for the new partitioning is computed. From an initial partitioning, the concept vectors are iteratively calculated to a stopping threshold value, leaving a concept vector subspace of the document vectors. The documents can then be projected onto the concept vector subspace to be represented as a linear combination of the concept vectors, thereby reducing the dimensionality of the document space. A search query can be received for the content of text documents and a search can then be performed on the projected document vectors to identify text documents that correspond to the search query.
摘要翻译：系统和方法与文档集合一起操作，其中文档被表示为归一化的文档向量。文档向量空间被分割成一组不相交的簇，并且为每个分区计算概念向量，该概念向量包括每个分区中的所有文档的平均向量。然后将文档重新分配给具有最接近的概念向量的集群，并且计算新的分区的新的一组概念向量。从初始分割，将概念向量迭代计算为停止阈值，留下文档向量的概念向量子空间。然后可以将文档投影到概念向量子空间上以被表示为概念向量的线性组合，从而降低文档空间的维度。可以接收关于文本文档的内容的搜索查询，然后可以对投影的文档向量执行搜索以识别与搜索查询相对应的文本文档。

2. 发明授权

US06269376B1 Method and system for clustering data in parallel in a distributed-memory multiprocessor system 有权
标题翻译：在分布式存储器多处理器系统中并行数据聚类的方法和系统
公开(公告)号：US06269376B1
公开(公告)日：2001-07-31
申请号：US09179027
申请日：1998-10-26
申请人： Inderjit Singh Dhillon , Dharmendra Shantilal Modha
发明人： Inderjit Singh Dhillon , Dharmendra Shantilal Modha
IPC分类号： G06F1700
CPC分类号： G06K9/6223 , G06F17/18 , G06K9/00986 , Y10S707/922 , Y10S707/959 , Y10S707/99936 , Y10S707/99942 , Y10S707/99943
摘要： A method, apparatus, article of manufacture, and a memory structure for clustering data points in parallel using a distributed-memory multi-processor system is disclosed. The disclosed system has particularly advantageous application to a rapid and flexible k-means computation for data mining. The method comprises the steps of dividing a set of data points into a plurality of data blocks, initializing a set of k global centroid values in each of the data blocks k initial global centroid values, performing a plurality of asynchronous processes on the data blocks, each asynchronous process assigning each data point in each data block to the closest global centroid value within each data block, computing a set of k block accumulation values from the data points assigned to the k global centroid values, and recomputing the k global centroid values from the k block accumulation values.
摘要翻译：公开了一种使用分布式存储器多处理器系统并行地对数据点进行聚类的方法，装置，制品和存储器结构。所公开的系统对于数据挖掘的快速和灵活的k-means计算具有特别有利的应用。该方法包括以下步骤：将一组数据点划分成多个数据块，在每个数据块k初始化k个全局质心值的初始化全局质心值，对数据块执行多个异步处理，每个异步过程将每个数据块中的每个数据点分配给每个数据块内最接近的全局质心值，从分配给k个全局质心值的数据点计算一组k个块累加值，并从k k块积累值。

3. 发明授权

US10280609B2 High rise building elevation concept 有权
公开(公告)号：US10280609B2
公开(公告)日：2019-05-07
申请号：US14400543
申请日：2013-05-14
申请人： Inderjit Singh Dhillon
发明人： Inderjit Singh Dhillon
IPC分类号： E04B1/35 , E04H12/34 , E04B1/34 , E04B1/20
摘要： The invention is a method to build and erect super high rise buildings with a completely new concept of civil engineering, which is based on concept and method of building of vertical columnar structures by multi stacking of columns using hydraulic suspension and elevator arm system, and then strengthening them with concrete. This is followed with building of gateway support structure around vertical columnar structure and central core to stabilize the high rise building. Next stage is the building of horizontal steel framework platforms at ground level and elevating them by central core elevator and cable hoist system. The passage of horizontal platforms through gateway structure is conducted by alternating opening and closing of gates. The process enables to populate the vertical columnar structures with horizontal platforms, which are then inter locked with vertical columnar structures and central concrete core wall Finally the steel framework platforms are strengthened with concrete.

4. 发明申请

US20150135632A1 HIGH RISE BUILDING ELEVATION CONCEPT 审中-公开
标题翻译：高层建筑高程概念
公开(公告)号：US20150135632A1
公开(公告)日：2015-05-21
申请号：US14400543
申请日：2013-05-14
申请人： Inderjit Singh Dhillon
发明人： Inderjit Singh Dhillon
IPC分类号： E04B1/35 , E04B1/20
CPC分类号： E04B1/3516 , E04B1/20 , E04B1/3404 , E04B1/3505 , E04B1/3511 , E04B2001/3588 , E04H12/341 , E04H12/342
摘要： The invention is a method to build and erect super high rise buildings with a completely new concept of civil engineering, which is based on concept and method of building of vertical columnar structures by multi stacking of columns using hydraulic suspension and elevator arm system, and then strengthening them with concrete. This is followed with building of gateway support structure around vertical columnar structure and central core to stabilize the high rise building. Next stage is the building of horizontal steel framework platforms at ground level and elevating them by central core elevator and cable hoist system. The passage of horizontal platforms through gateway structure is conducted by alternating opening and closing of gates. The process enables to populate the vertical columnar structures with horizontal platforms, which are then inter locked with vertical columnar structures and central concrete core wall Finally the steel framework platforms are strengthened with concrete.
摘要翻译：本发明是一种以全新的土木工程理念建造和搭建超高层建筑的方法，其基于使用液压悬架和电梯臂系统通过多列堆叠构建垂直柱状结构的概念和方法，然后加强混凝土。其次是建立围绕垂直柱状结构和中心核心的网关支撑结构，以稳定高层建筑。下一阶段是在地面建设水平钢框架平台，并通过中心电梯和电缆葫芦系统提升。通过网关结构的水平平台通过门的交替打开和关闭。该过程使得可以用水平平台填充垂直柱状结构，然后与垂直柱状结构和中心混凝土芯壁相互锁定。最后钢框架平台用混凝土加固。

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