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MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
Inter section of subspaces
Union of subspaces
Linear Sum of subspaces
Linear Span of a set
Linear Dependence of vector & Linearly Dependent set (LD set)
Linear Independence of vector & Linearly Independent set (LI set)
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
𝟏 𝟐
𝟏 𝟐
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
𝟏 𝟐 𝟑 𝐧
𝟏 𝟐 𝟑 𝐧 𝒊
𝒏
𝒊 𝟏
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
𝟏 𝟐
𝟏 𝟐
SEE
SEE
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
𝟏 𝟐
𝟏 𝟐
𝟏 𝟏 𝟐 𝟐 𝟏 𝟐
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
𝟏 𝟐
𝟏 𝟐
𝟏 𝟏 𝟐 𝟐 𝟏 𝟐
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
𝟏 𝟐
𝟏 𝟐 𝟏 𝟐
𝟏 𝟏 𝟐 𝟐
𝟏 𝟐
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe

𝒊 𝒊 𝒊 𝒊 .




MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
.
L(S)
S
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
Example 2:-
Solution:-
{ which is required Linear combination }
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
Example 3:
3
.
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
𝟏 𝟐
𝟏 𝟐 𝟏 𝟐.
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
)
)
)
)
𝟏 𝟐 𝟏 𝟐.
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
𝟏 𝟐 𝟑 𝒏
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
𝟏 𝟐 𝟑 𝐧
𝟏 𝟐 𝟑 𝐧
𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐧 𝐧
𝟏 𝟐 𝟑 𝐧 𝟏 𝟐 𝟑 𝐧
𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐧 𝐧 𝟏 𝟐 𝟑 𝐦
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
𝟏 𝟐 𝟑 𝐧
𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐤 𝐤
𝟏 𝟐 𝟑 𝐤
𝟏 𝟐 𝟑 𝐤
𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐤 𝐤 𝐤 𝟏 𝐧
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
𝟏 𝟐 𝟑 𝐧
AlgebrA Sub-SPACe
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
MANIKANTA SATYALA || || VECTOR SPACES
AlgebrA Sub-SPACe
MANIKANTA SATYALA || || VECTOR SPACES
𝟏 𝟐 𝟑 𝐧
𝐤
𝟏 𝟐 𝟑 𝐤 𝐧
𝟏 𝟐 𝟑 𝐤 𝐧
𝟏 𝟐 𝟑 𝐧
𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐤 𝐤 𝐧 𝐧
𝟏 𝟐 𝟑 𝐤 𝐧
𝐤
𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐤 𝐤 𝐤 𝟏 𝐧
𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐤 𝐤
𝟏 𝟏
𝑩𝒖𝒕 𝒂 𝟏 ≠ 𝟎, 𝒔𝒐 𝜶 𝟏 = 𝟎 , 𝒘𝒉𝒊𝒄𝒉 𝒊𝒔 𝒄𝒐𝒏𝒅𝒓𝒂𝒅𝒊𝒕𝒊𝒐𝒏 𝒇𝒐𝒓 𝒆𝒂𝒄𝒉 𝒆𝒍𝒆𝒎𝒆𝒏𝒕 𝒐𝒇 𝑺 𝒊𝒔 𝒂 𝒏𝒐𝒏𝒛𝒆𝒓𝒐 𝒗𝒆𝒄𝒕𝒐𝒓
AlgebrA Sub-SPACe
MANIKANTA SATYALA || || VECTOR SPACES
𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐤 𝐤
𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐤 𝟏 𝐤 𝟏 𝐤 𝐤
𝐤 𝐤 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐤 𝟏 𝐤 𝟏
𝐤 𝐤
𝟏
𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐤 𝟏 𝐤 𝟏
𝐤 𝐤
𝟏
𝟏 𝟏 𝐤
𝟏
𝟐 𝟐 𝐤
𝟏
𝟑 𝟑 𝐤
𝟏
𝐤 𝟏 𝐤 𝟏
𝐤
𝒑
𝟏 𝟐 𝟑 𝒑 𝟏
𝒑 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐩 𝟏 𝐩 𝟏
AlgebrA Sub-SPACe
MANIKANTA SATYALA || || VECTOR SPACES
𝒑 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐩 𝟏 𝐩 𝟏
𝒑 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐩 𝟏 𝐩 𝟏
𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐩 𝟏 𝐩 𝟏 𝒑
𝟏 𝟐 𝟑 𝒑
𝟏 𝟐 𝟑 𝒑 𝐧
AlgebrA Sub-SPACe
MANIKANTA SATYALA || || VECTOR SPACES
𝟏 𝟐 𝟑 𝐧
𝐢
𝟏 𝟐 𝟑 𝐢 𝟏 𝐢 𝟏 𝐧
𝟏 𝟐 𝟑 𝐧
𝟏 𝟐 𝟑 𝐢 𝟏 𝐢 𝟏 𝐧
𝟏 𝟐 𝟑 𝐧
𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐢 𝐢 𝐧 𝐧
𝐢 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐢 𝟏 𝐢 𝟏 𝐢
AlgebrA Sub-SPACe
MANIKANTA SATYALA || || VECTOR SPACES
𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐢 𝐢 𝐧 𝐧
𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐢 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐢 𝟏 𝐢 𝟏 𝐧 𝐧
𝟏 𝐢 𝟏 𝟏 𝟐 𝐢 𝟐 𝟐 𝟑 𝐢 𝟑 𝟑
𝐢 𝟏 𝐢 𝐢 𝟏 𝐢 𝟏 𝐢 𝟏 𝐢 𝟏 𝐧 𝐧

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Liner algebra-vector space-2 Algebra of Subspaces

  • 1.
  • 2. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe Inter section of subspaces Union of subspaces Linear Sum of subspaces Linear Span of a set Linear Dependence of vector & Linearly Dependent set (LD set) Linear Independence of vector & Linearly Independent set (LI set)
  • 3. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe 𝟏 𝟐 𝟏 𝟐
  • 4. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe 𝟏 𝟐 𝟑 𝐧 𝟏 𝟐 𝟑 𝐧 𝒊 𝒏 𝒊 𝟏
  • 5. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe 𝟏 𝟐 𝟏 𝟐 SEE SEE
  • 6. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe
  • 7. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe
  • 8. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe 𝟏 𝟐 𝟏 𝟐 𝟏 𝟏 𝟐 𝟐 𝟏 𝟐
  • 9. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe 𝟏 𝟐 𝟏 𝟐 𝟏 𝟏 𝟐 𝟐 𝟏 𝟐
  • 10. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe 𝟏 𝟐 𝟏 𝟐 𝟏 𝟐 𝟏 𝟏 𝟐 𝟐 𝟏 𝟐
  • 11. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe
  • 12. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe  𝒊 𝒊 𝒊 𝒊 .    
  • 13. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe
  • 14. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe . L(S) S
  • 15. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe Example 2:- Solution:- { which is required Linear combination }
  • 16. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe
  • 17. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe Example 3: 3 .
  • 18. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe 𝟏 𝟐 𝟏 𝟐 𝟏 𝟐.
  • 19. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe ) ) ) ) 𝟏 𝟐 𝟏 𝟐.
  • 20. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe
  • 21. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe
  • 22. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe
  • 23. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe
  • 24. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe
  • 25. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe
  • 26. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe 𝟏 𝟐 𝟑 𝒏
  • 27. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe 𝟏 𝟐 𝟑 𝐧 𝟏 𝟐 𝟑 𝐧 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐧 𝐧 𝟏 𝟐 𝟑 𝐧 𝟏 𝟐 𝟑 𝐧 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐧 𝐧 𝟏 𝟐 𝟑 𝐦
  • 28. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe 𝟏 𝟐 𝟑 𝐧 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐤 𝐤 𝟏 𝟐 𝟑 𝐤 𝟏 𝟐 𝟑 𝐤 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐤 𝐤 𝐤 𝟏 𝐧
  • 29. MANIKANTA SATYALA || || VECTOR SPACES AlgebrA Sub-SPACe 𝟏 𝟐 𝟑 𝐧
  • 30. AlgebrA Sub-SPACe MANIKANTA SATYALA || || VECTOR SPACES
  • 31. AlgebrA Sub-SPACe MANIKANTA SATYALA || || VECTOR SPACES
  • 32. AlgebrA Sub-SPACe MANIKANTA SATYALA || || VECTOR SPACES
  • 33. AlgebrA Sub-SPACe MANIKANTA SATYALA || || VECTOR SPACES
  • 34. AlgebrA Sub-SPACe MANIKANTA SATYALA || || VECTOR SPACES 𝟏 𝟐 𝟑 𝐧 𝐤 𝟏 𝟐 𝟑 𝐤 𝐧 𝟏 𝟐 𝟑 𝐤 𝐧 𝟏 𝟐 𝟑 𝐧 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐤 𝐤 𝐧 𝐧 𝟏 𝟐 𝟑 𝐤 𝐧 𝐤 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐤 𝐤 𝐤 𝟏 𝐧 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐤 𝐤 𝟏 𝟏 𝑩𝒖𝒕 𝒂 𝟏 ≠ 𝟎, 𝒔𝒐 𝜶 𝟏 = 𝟎 , 𝒘𝒉𝒊𝒄𝒉 𝒊𝒔 𝒄𝒐𝒏𝒅𝒓𝒂𝒅𝒊𝒕𝒊𝒐𝒏 𝒇𝒐𝒓 𝒆𝒂𝒄𝒉 𝒆𝒍𝒆𝒎𝒆𝒏𝒕 𝒐𝒇 𝑺 𝒊𝒔 𝒂 𝒏𝒐𝒏𝒛𝒆𝒓𝒐 𝒗𝒆𝒄𝒕𝒐𝒓
  • 35. AlgebrA Sub-SPACe MANIKANTA SATYALA || || VECTOR SPACES 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐤 𝐤 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐤 𝟏 𝐤 𝟏 𝐤 𝐤 𝐤 𝐤 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐤 𝟏 𝐤 𝟏 𝐤 𝐤 𝟏 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐤 𝟏 𝐤 𝟏 𝐤 𝐤 𝟏 𝟏 𝟏 𝐤 𝟏 𝟐 𝟐 𝐤 𝟏 𝟑 𝟑 𝐤 𝟏 𝐤 𝟏 𝐤 𝟏 𝐤 𝒑 𝟏 𝟐 𝟑 𝒑 𝟏 𝒑 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐩 𝟏 𝐩 𝟏
  • 36. AlgebrA Sub-SPACe MANIKANTA SATYALA || || VECTOR SPACES 𝒑 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐩 𝟏 𝐩 𝟏 𝒑 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐩 𝟏 𝐩 𝟏 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐩 𝟏 𝐩 𝟏 𝒑 𝟏 𝟐 𝟑 𝒑 𝟏 𝟐 𝟑 𝒑 𝐧
  • 37. AlgebrA Sub-SPACe MANIKANTA SATYALA || || VECTOR SPACES 𝟏 𝟐 𝟑 𝐧 𝐢 𝟏 𝟐 𝟑 𝐢 𝟏 𝐢 𝟏 𝐧 𝟏 𝟐 𝟑 𝐧 𝟏 𝟐 𝟑 𝐢 𝟏 𝐢 𝟏 𝐧 𝟏 𝟐 𝟑 𝐧 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐢 𝐢 𝐧 𝐧 𝐢 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐢 𝟏 𝐢 𝟏 𝐢
  • 38. AlgebrA Sub-SPACe MANIKANTA SATYALA || || VECTOR SPACES 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐢 𝐢 𝐧 𝐧 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐢 𝟏 𝟏 𝟐 𝟐 𝟑 𝟑 𝐢 𝟏 𝐢 𝟏 𝐧 𝐧 𝟏 𝐢 𝟏 𝟏 𝟐 𝐢 𝟐 𝟐 𝟑 𝐢 𝟑 𝟑 𝐢 𝟏 𝐢 𝐢 𝟏 𝐢 𝟏 𝐢 𝟏 𝐢 𝟏 𝐧 𝐧